1.0beta6
Check for updates
Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
DataFrame
NO COMPARISON TARGET
957686
ROWS
902
DUPLICATES
1.3 GB
RAM
79
FEATURES
27
CATEGORICAL
50
NUMERICAL
2
TEXT
tot_appr_val
VALUES:
957,682
(99%)
MISSING:
4
(0%)
DISTINCT:
334,060
(35%)
MAX
17.3M
95%
0.6M
Q3
0.2M
AVG
0.2M
MEDIAN
0.2M
Q1
0.1M
5%
0.0M
MIN
0.0M
RANGE
17.3M
IQR
134k
STD
280k
VAR
78.4B
KURT.
160
SKEW
8.36
SUM
209.9B
1
dscr
VALUES:
957,686
(100%)
MISSING:
---
DISTINCT:
7
(0%)
2
date_erected
VALUES:
957,686
(100%)
MISSING:
---
DISTINCT:
147
(0%)
MAX
2,015
95%
2,012
Q3
2,002
MEDIAN
1,982
AVG
1,982
Q1
1,965
5%
1,943
MIN
1,830
RANGE
185
IQR
37.0
STD
22.2
VAR
494
KURT.
-0.612
SKEW
-0.445
SUM
1.9B
3
yr_remodel
VALUES:
86,406
(9%)
MISSING:
871,280
(91%)
DISTINCT:
77
(0%)
MAX
2,019.0
95%
2,014.0
Q3
2,010.0
MEDIAN
2,002.0
AVG
1,999.1
Q1
1,991.0
5%
1,975.0
MIN
1,933.0
RANGE
86.0
IQR
19.0
STD
12.9
VAR
167
KURT.
-0.123
SKEW
-0.829
SUM
172.7M
4
im_sq_ft
VALUES:
957,683
(99%)
MISSING:
3
(0%)
DISTINCT:
8,192
(1%)
MAX
26,401
95%
3,865
Q3
2,539
AVG
2,111
MEDIAN
1,904
Q1
1,462
5%
1,008
MIN
120
RANGE
26,281
IQR
1,077
STD
956
VAR
915k
KURT.
10.0
SKEW
2.00
SUM
2.0B
5
act_ar
VALUES:
957,686
(100%)
MISSING:
---
DISTINCT:
10,183
(1%)
MAX
37,123
95%
4,755
Q3
3,082
AVG
2,619
MEDIAN
2,415
Q1
1,894
5%
1,192
MIN
144
RANGE
36,979
IQR
1,188
STD
1,184
VAR
1.4M
KURT.
14.4
SKEW
2.30
SUM
2.5B
6
heat_ar
VALUES:
957,682
(99%)
MISSING:
4
(0%)
DISTINCT:
8,172
(1%)
MAX
26,401
95%
3,859
Q3
2,534
AVG
2,109
MEDIAN
1,903
Q1
1,462
5%
1,008
MIN
120
RANGE
26,281
IQR
1,072
STD
954
VAR
909k
KURT.
10.1
SKEW
2.00
SUM
2.0B
7
gross_ar
VALUES:
957,686
(100%)
MISSING:
---
DISTINCT:
10,164
(1%)
MAX
37,123
95%
4,750
Q3
3,077
AVG
2,617
MEDIAN
2,413
Q1
1,894
5%
1,192
MIN
120
RANGE
37,003
IQR
1,183
STD
1,181
VAR
1.4M
KURT.
14.2
SKEW
2.30
SUM
2.5B
8
eff_ar
VALUES:
957,685
(99%)
MISSING:
1
(0%)
DISTINCT:
8,514
(1%)
MAX
27,753
95%
3,982
Q3
2,623
AVG
2,228
MEDIAN
2,049
Q1
1,607
5%
1,087
MIN
144
RANGE
27,609
IQR
1,016
STD
961
VAR
924k
KURT.
11.4
SKEW
2.10
SUM
2.1B
9
perimeter
VALUES:
956,517
(99%)
MISSING:
1,169
(0%)
DISTINCT:
1,140
(0%)
MAX
1,937
95%
480
Q3
330
AVG
270
MEDIAN
234
Q1
192
5%
144
MIN
52
RANGE
1,885
IQR
138
STD
111
VAR
12,312
KURT.
4.63
SKEW
1.58
SUM
258.1M
10
fireplace_masonry_firebrick
VALUES:
957,686
(100%)
MISSING:
---
DISTINCT:
8
(0%)
11
fireplace_metal_prefab
VALUES:
957,686
(100%)
MISSING:
---
DISTINCT:
9
(0%)
12
fixtures_addl
VALUES:
957,686
(100%)
MISSING:
---
DISTINCT:
30
(0%)
MAX
34.0
95%
4.0
Q3
2.0
AVG
1.3
MEDIAN
0.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
34.0
IQR
2.00
STD
1.59
VAR
2.54
KURT.
3.97
SKEW
1.43
SUM
1.2M
13
fixtures_total
VALUES:
957,686
(100%)
MISSING:
---
DISTINCT:
59
(0%)
MAX
100
95%
17
Q3
12
AVG
10
MEDIAN
10
Q1
8
5%
5
MIN
0
RANGE
100
IQR
4.00
STD
3.87
VAR
15.0
KURT.
3.60
SKEW
1.25
SUM
9.7M
14
room_bedroom
VALUES:
957,686
(100%)
MISSING:
---
DISTINCT:
12
(0%)
MAX
14.0
95%
4.0
Q3
4.0
AVG
3.3
MEDIAN
3.0
Q1
3.0
5%
2.0
MIN
0.0
RANGE
14.0
IQR
1.00
STD
0.738
VAR
0.545
KURT.
1.26
SKEW
0.394
SUM
3.2M
15
room_full_bath
VALUES:
957,686
(100%)
MISSING:
---
DISTINCT:
12
(0%)
MAX
11.0
95%
3.0
Q3
2.0
AVG
2.0
MEDIAN
2.0
Q1
2.0
5%
1.0
MIN
0.0
RANGE
11.0
IQR
0.00
STD
0.693
VAR
0.480
KURT.
4.67
SKEW
1.16
SUM
1.9M
16
room_half_bath
VALUES:
957,686
(100%)
MISSING:
---
DISTINCT:
8
(0%)
17
room_rec
VALUES:
957,686
(100%)
MISSING:
---
DISTINCT:
14
(0%)
MAX
13.0
95%
2.0
Q3
1.0
AVG
0.5
MEDIAN
0.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
13.0
IQR
1.00
STD
0.660
VAR
0.436
KURT.
4.14
SKEW
1.60
SUM
444k
18
room_total
VALUES:
957,686
(100%)
MISSING:
---
DISTINCT:
25
(0%)
MAX
24.0
95%
10.0
Q3
8.0
MEDIAN
7.0
AVG
6.8
Q1
6.0
5%
5.0
MIN
0.0
RANGE
24.0
IQR
2.00
STD
1.57
VAR
2.46
KURT.
1.56
SKEW
0.807
SUM
6.5M
19
story_height_index
VALUES:
957,686
(100%)
MISSING:
---
DISTINCT:
9
(0%)
20
zip_code
VALUES:
957,640
(99%)
MISSING:
46
(0%)
DISTINCT:
140
(0%)
MAX
77,598
95%
77,532
Q3
77,389
AVG
77,205
MEDIAN
77,085
Q1
77,045
5%
77,011
MIN
77,002
RANGE
596
IQR
344
STD
195
VAR
37,928
KURT.
-1.38
SKEW
0.574
SUM
73.9B
21
school_dist
VALUES:
957,631
(99%)
MISSING:
55
(0%)
DISTINCT:
26
(0%)
22
neighborhood_code
VALUES:
957,685
(99%)
MISSING:
1
(0%)
DISTINCT:
6,015
(1%)
4,343
0%
-
-
M/R
1,949
0%
-
-
OAK MEADOWS
1,726
0%
-
-
RED BLUFF TERRACE SEC 1-7
1,613
0%
-
-
HOUSTON HEIGHTS
1,549
0%
-
-
BEAR CREEK VLG 2,3,4,6/OTHERS
1,496
0%
-
-
SHARPSTOWN #2,5
1,489
0%
-
-
NORTHWEST PARK 1,2,3,4,5,6
943,520
99%
-
-
(Other)
23
market_area_1_dscr
VALUES:
957,686
(100%)
MISSING:
---
DISTINCT:
85
(0%)
24
market_area_2_dscr
VALUES:
957,686
(100%)
MISSING:
---
DISTINCT:
72
(0%)
25
center_code
VALUES:
957,308
(99%)
MISSING:
378
(0%)
DISTINCT:
28
(0%)
26
bld_ar
VALUES:
957,683
(99%)
MISSING:
3
(0%)
DISTINCT:
8,181
(1%)
MAX
26,401
95%
3,863
Q3
2,537
AVG
2,112
MEDIAN
1,906
Q1
1,464
5%
1,008
MIN
120
RANGE
26,281
IQR
1,073
STD
955
VAR
912k
KURT.
10.5
SKEW
2.02
SUM
2.0B
27
land_ar
VALUES:
956,654
(99%)
MISSING:
1,032
(0%)
DISTINCT:
37,017
(4%)
MAX
4.5B
95%
0.0B
Q3
0.0B
AVG
0.0B
MEDIAN
0.0B
Q1
0.0B
5%
0.0B
MIN
0.0B
RANGE
4.5B
IQR
3,254
STD
4.8M
VAR
23.5T
KURT.
812k
SKEW
879
SUM
15.8B
28
acreage
VALUES:
957,686
(100%)
MISSING:
---
DISTINCT:
16,606
(2%)
MAX
104k
95%
0k
Q3
0k
AVG
0k
MEDIAN
0k
Q1
0k
5%
0k
MIN
0k
RANGE
104k
IQR
0.075
STD
111
VAR
12,356
KURT.
813k
SKEW
879
SUM
363k
29
land_val
VALUES:
957,682
(99%)
MISSING:
4
(0%)
DISTINCT:
127,810
(13%)
MAX
14.6M
95%
0.3M
Q3
0.0M
AVG
0.1M
MEDIAN
0.0M
Q1
0.0M
5%
0.0M
MIN
0.0M
RANGE
14.6M
IQR
28,347
STD
176k
VAR
30.8B
KURT.
295
SKEW
10.7
SUM
71.8B
30
prior_land_val
VALUES:
956,020
(99%)
MISSING:
1,666
(0%)
DISTINCT:
125,852
(13%)
MAX
14.6M
95%
0.3M
Q3
0.0M
AVG
0.1M
MEDIAN
0.0M
Q1
0.0M
5%
0.0M
MIN
0.0M
RANGE
14.6M
IQR
27,433
STD
170k
VAR
28.9B
KURT.
307
SKEW
10.8
SUM
68.7B
31
prior_tot_appr_val
VALUES:
956,020
(99%)
MISSING:
1,666
(0%)
DISTINCT:
324,176
(34%)
MAX
15.7M
95%
0.6M
Q3
0.2M
AVG
0.2M
MEDIAN
0.1M
Q1
0.1M
5%
0.0M
MIN
0.0M
RANGE
15.7M
IQR
125k
STD
263k
VAR
69.2B
KURT.
164
SKEW
8.45
SUM
193.6B
32
new_own_dt
VALUES:
957,677
(99%)
MISSING:
9
(0%)
DISTINCT:
11,312
(1%)
60,251
6%
-
-
1988-01-02 00:00:00
2,302
0%
-
-
1988-01-01 00:00:00
1,461
0%
-
-
2004-01-01 00:00:00
1,438
0%
-
-
2003-01-01 00:00:00
1,057
0%
-
-
2015-01-01 00:00:00
1,005
0%
-
-
2001-01-01 00:00:00
976
0%
-
-
2000-01-01 00:00:00
889,187
93%
-
-
(Other)
33
basic_outdoor_kitchen_uts
VALUES:
429,697
(45%)
MISSING:
527,989
(55%)
DISTINCT:
20
(0%)
MAX
256
95%
0
Q3
0
AVG
0
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
256
IQR
0.00
STD
0.498
VAR
0.248
KURT.
214k
SKEW
449
SUM
2,954
34
brick_or_stone_detached_garage_uts
VALUES:
429,697
(45%)
MISSING:
527,989
(55%)
DISTINCT:
619
(0%)
MAX
11,086
95%
0
Q3
0
AVG
19
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
11,086
IQR
0.00
STD
117
VAR
13,589
KURT.
294
SKEW
9.55
SUM
8.4M
35
canopy_residential_uts
VALUES:
429,697
(45%)
MISSING:
527,989
(55%)
DISTINCT:
1,293
(0%)
MAX
15,450
95%
320
Q3
0
AVG
52
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
15,450
IQR
0.00
STD
147
VAR
21,570
KURT.
526
SKEW
11.0
SUM
22.5M
36
carport_residential_uts
VALUES:
429,697
(45%)
MISSING:
527,989
(55%)
DISTINCT:
1,212
(0%)
MAX
19,000
95%
450
Q3
0
AVG
71
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
19,000
IQR
0.00
STD
186
VAR
34,480
KURT.
317
SKEW
6.90
SUM
30.7M
37
cracked_slab_uts
VALUES:
429,697
(45%)
MISSING:
527,989
(55%)
DISTINCT:
2,393
(0%)
MAX
9,153
95%
0
Q3
0
AVG
59
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
9,153
IQR
0.00
STD
316
VAR
99,688
KURT.
42.3
SKEW
6.02
SUM
25.2M
38
custom_outdoor_kitchen_uts
VALUES:
429,697
(45%)
MISSING:
527,989
(55%)
DISTINCT:
8
(0%)
39
foundation_repaired_uts
VALUES:
429,697
(45%)
MISSING:
527,989
(55%)
DISTINCT:
2,547
(0%)
MAX
8,952
95%
0
Q3
0
AVG
74
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
8,952
IQR
0.00
STD
375
VAR
141k
KURT.
31.6
SKEW
5.42
SUM
31.8M
40
frame_detached_garage_uts
VALUES:
429,697
(45%)
MISSING:
527,989
(55%)
DISTINCT:
1,050
(0%)
MAX
10,406
95%
660
Q3
462
AVG
214
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
10,406
IQR
462
STD
274
VAR
74,971
KURT.
7.89
SKEW
1.28
SUM
91.8M
41
frame_detached_garage_w_living_area_abov_uts
VALUES:
429,697
(45%)
MISSING:
527,989
(55%)
DISTINCT:
430
(0%)
MAX
2,920
95%
0
Q3
0
AVG
10
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
2,920
IQR
0.00
STD
79.7
VAR
6,347
KURT.
123
SKEW
9.81
SUM
4.2M
42
frame_utility_shed_uts
VALUES:
429,697
(45%)
MISSING:
527,989
(55%)
DISTINCT:
1,024
(0%)
MAX
7,168
95%
240
Q3
0
AVG
43
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
7,168
IQR
0.00
STD
116
VAR
13,398
KURT.
177
SKEW
7.55
SUM
18.4M
43
gunite_pool_uts
VALUES:
429,697
(45%)
MISSING:
527,989
(55%)
DISTINCT:
878
(0%)
MAX
14,400
95%
576
Q3
0
AVG
108
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
14,400
IQR
0.00
STD
226
VAR
51,147
KURT.
42.5
SKEW
2.61
SUM
46.3M
44
metal_utility_shed_uts
VALUES:
429,697
(45%)
MISSING:
527,989
(55%)
DISTINCT:
754
(0%)
MAX
16,344
95%
0
Q3
0
AVG
12
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
16,344
IQR
0.00
STD
110
VAR
12,027
KURT.
3,084
SKEW
37.0
SUM
5.1M
45
pool_spa_with_heater_uts
VALUES:
429,697
(45%)
MISSING:
527,989
(55%)
DISTINCT:
30
(0%)
MAX
5.00
95%
1.00
Q3
0.00
AVG
0.09
MEDIAN
0.00
Q1
0.00
5%
0.00
MIN
0.00
RANGE
5.00
IQR
0.00
STD
0.282
VAR
0.080
KURT.
7.28
SKEW
2.98
SUM
37,289
46
reinforced_concrete_pool_uts
VALUES:
429,697
(45%)
MISSING:
527,989
(55%)
DISTINCT:
314
(0%)
MAX
2,652
95%
0
Q3
0
AVG
5
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
2,652
IQR
0.00
STD
51.0
VAR
2,598
KURT.
195
SKEW
12.8
SUM
1.9M
47
residential_other_gross_value_uts
VALUES:
429,697
(45%)
MISSING:
527,989
(55%)
DISTINCT:
989
(0%)
MAX
334
95%
0
Q3
0
AVG
0
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
334
IQR
0.00
STD
1.09
VAR
1.19
KURT.
21,061
SKEW
82.7
SUM
46,588
48
basic_outdoor_kitchen_grade
VALUES:
2,303
(0%)
MISSING:
955,383
(99%)
DISTINCT:
5
(0%)
49
brick_or_stone_detached_garage_grade
VALUES:
13,743
(1%)
MISSING:
943,943
(99%)
DISTINCT:
9
(0%)
50
canopy_residential_grade
VALUES:
80,708
(8%)
MISSING:
876,978
(92%)
DISTINCT:
25
(0%)
MAX
6.00
95%
5.00
Q3
5.00
MEDIAN
5.00
AVG
4.51
Q1
4.00
5%
4.00
MIN
1.00
RANGE
5.00
IQR
1.00
STD
0.571
VAR
0.325
KURT.
1.60
SKEW
-0.511
SUM
364k
51
carport_residential_grade
VALUES:
73,048
(8%)
MISSING:
884,638
(92%)
DISTINCT:
18
(0%)
MAX
6.00
95%
5.00
Q3
5.00
MEDIAN
5.00
AVG
4.69
Q1
4.00
5%
4.00
MIN
1.00
RANGE
5.00
IQR
1.00
STD
0.540
VAR
0.291
KURT.
1.11
SKEW
-0.811
SUM
342k
52
cracked_slab_grade
VALUES:
16,121
(2%)
MISSING:
941,565
(98%)
DISTINCT:
4
(0%)
53
custom_outdoor_kitchen_grade
VALUES:
4,294
(0%)
MISSING:
953,392
(99%)
DISTINCT:
7
(0%)
54
foundation_repaired_grade
VALUES:
17,653
(2%)
MISSING:
940,033
(98%)
DISTINCT:
4
(0%)
55
frame_detached_garage_grade
VALUES:
180,706
(19%)
MISSING:
776,980
(81%)
DISTINCT:
15
(0%)
MAX
6.00
95%
5.00
Q3
5.00
MEDIAN
5.00
AVG
4.55
Q1
4.00
5%
4.00
MIN
1.00
RANGE
5.00
IQR
1.00
STD
0.552
VAR
0.305
KURT.
-0.129
SKEW
-0.393
SUM
822k
56
frame_detached_garage_w_living_area_abov_grade
VALUES:
7,047
(1%)
MISSING:
950,639
(99%)
DISTINCT:
9
(0%)
57
frame_utility_shed_grade
VALUES:
87,818
(9%)
MISSING:
869,868
(91%)
DISTINCT:
25
(0%)
MAX
6.00
95%
5.00
Q3
5.00
MEDIAN
4.50
AVG
4.49
Q1
4.00
5%
4.00
MIN
1.00
RANGE
5.00
IQR
1.00
STD
0.594
VAR
0.353
KURT.
1.29
SKEW
-0.478
SUM
394k
58
gunite_pool_grade
VALUES:
87,950
(9%)
MISSING:
869,736
(91%)
DISTINCT:
8
(0%)
59
metal_utility_shed_grade
VALUES:
18,365
(2%)
MISSING:
939,321
(98%)
DISTINCT:
17
(0%)
MAX
6.00
95%
5.00
Q3
5.00
MEDIAN
5.00
AVG
4.63
Q1
4.00
5%
4.00
MIN
1.00
RANGE
5.00
IQR
1.00
STD
0.577
VAR
0.333
KURT.
0.891
SKEW
-0.539
SUM
85,031
60
pool_spa_with_heater_grade
VALUES:
37,212
(4%)
MISSING:
920,474
(96%)
DISTINCT:
6
(0%)
61
reinforced_concrete_pool_grade
VALUES:
3,729
(0%)
MISSING:
953,957
(99%)
DISTINCT:
6
(0%)
62
residential_other_gross_value_grade
VALUES:
14,549
(2%)
MISSING:
943,137
(98%)
DISTINCT:
10
(0%)
63
base_area_pri
VALUES:
957,683
(99%)
MISSING:
3
(0%)
DISTINCT:
5,475
(1%)
MAX
13,451
95%
2,555
Q3
1,820
AVG
1,495
MEDIAN
1,418
Q1
1,064
5%
696
MIN
0
RANGE
13,451
IQR
756
STD
610
VAR
373k
KURT.
5.73
SKEW
1.36
SUM
1.4B
64
base_area_upr
VALUES:
957,683
(99%)
MISSING:
3
(0%)
DISTINCT:
4,040
(0%)
MAX
12,950
95%
1,566
Q3
888
AVG
403
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
12,950
IQR
888
STD
617
VAR
381k
KURT.
2.83
SKEW
1.50
SUM
386.3M
65
frame_garage_pri
VALUES:
957,683
(99%)
MISSING:
3
(0%)
DISTINCT:
1,238
(0%)
MAX
3,120
95%
400
Q3
0
AVG
46
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
3,120
IQR
0.00
STD
137
VAR
18,830
KURT.
13.4
SKEW
3.33
SUM
44.0M
66
mas_brk_garage_pri
VALUES:
957,683
(99%)
MISSING:
3
(0%)
DISTINCT:
1,377
(0%)
MAX
3,250
95%
546
Q3
440
MEDIAN
311
AVG
238
Q1
0
5%
0
MIN
0
RANGE
3,250
IQR
440
STD
233
VAR
54,329
KURT.
-0.778
SKEW
0.273
SUM
227.5M
67
mas_conc_patio_pri
VALUES:
957,683
(99%)
MISSING:
3
(0%)
DISTINCT:
1,548
(0%)
MAX
4,328
95%
288
Q3
0
AVG
36
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
4,328
IQR
0.00
STD
118
VAR
13,816
KURT.
56.4
SKEW
5.34
SUM
34.4M
68
one_story_frame_pri
VALUES:
957,683
(99%)
MISSING:
3
(0%)
DISTINCT:
1,819
(0%)
MAX
4,950
95%
285
Q3
0
AVG
35
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
4,950
IQR
0.00
STD
134
VAR
17,982
KURT.
50.9
SKEW
5.80
SUM
33.3M
69
one_story_frame_upr
VALUES:
957,683
(99%)
MISSING:
3
(0%)
DISTINCT:
1,391
(0%)
MAX
3,597
95%
316
Q3
0
AVG
30
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
3,597
IQR
0.00
STD
112
VAR
12,604
KURT.
32.3
SKEW
4.73
SUM
29.2M
70
one_story_mas_pri
VALUES:
957,683
(99%)
MISSING:
3
(0%)
DISTINCT:
2,118
(0%)
MAX
5,693
95%
586
Q3
0
AVG
79
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
5,693
IQR
0.00
STD
220
VAR
48,544
KURT.
15.7
SKEW
3.54
SUM
75.4M
71
open_frame_porch_pri
VALUES:
957,683
(99%)
MISSING:
3
(0%)
DISTINCT:
1,337
(0%)
MAX
3,312
95%
264
Q3
96
AVG
68
MEDIAN
33
Q1
0
5%
0
MIN
0
RANGE
3,312
IQR
96.0
STD
104
VAR
10,864
KURT.
28.9
SKEW
3.60
SUM
65.5M
72
open_mas_porch_pri
VALUES:
957,683
(99%)
MISSING:
3
(0%)
DISTINCT:
1,226
(0%)
MAX
3,500
95%
162
Q3
38
AVG
33
MEDIAN
0
Q1
0
5%
0
MIN
-63
RANGE
3,563
IQR
38.0
STD
75.9
VAR
5,766
KURT.
71.4
SKEW
5.80
SUM
31.8M
73
cond_desir_util
VALUES:
957,686
(100%)
MISSING:
---
DISTINCT:
8
(0%)
74
cost_and_design
VALUES:
152,261
(16%)
MISSING:
805,425
(84%)
DISTINCT:
7
(0%)
75
exterior_wall
VALUES:
957,685
(99%)
MISSING:
1
(0%)
DISTINCT:
10
(0%)
76
foundation_type
VALUES:
957,686
(100%)
MISSING:
---
DISTINCT:
4
(0%)
77
grade_adjustment
VALUES:
957,686
(100%)
MISSING:
---
DISTINCT:
18
(0%)
78
heating_ac
VALUES:
957,685
(99%)
MISSING:
1
(0%)
DISTINCT:
4
(0%)
79
physical_condition
VALUES:
957,686
(100%)
MISSING:
---
DISTINCT:
8
(0%)
tot_appr_val
MISSING:
4
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
prior_tot_appr_val
0.99
prior_land_val
0.88
land_val
0.87
eff_ar
0.71
bld_ar
0.71
heat_ar
0.71
im_sq_ft
0.71
gross_ar
0.71
act_ar
0.71
fixtures_total
0.62
perimeter
0.62
room_full_bath
0.59
fixtures_addl
0.52
base_area_upr
0.51

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
grade_adjustment
0.80
market_area_1_dscr
0.77
market_area_2_dscr
0.76
dscr
0.75
center_code
0.48
room_half_bath
0.44
cost_and_design
0.43
exterior_wall
0.40
gunite_pool_grade
0.40
fireplace_masonry_firebrick
0.38
school_dist
0.35
story_height_index
0.32
fireplace_metal_prefab
0.31
pool_spa_with_heater_grade
0.30
MOST FREQUENT VALUES
110000.0
886
0.1%
150000.0
879
0.1%
120000.0
832
0.1%
130000.0
782
0.1%
100000.0
780
0.1%
200000.0
769
0.1%
140000.0
762
0.1%
160000.0
756
0.1%
165000.0
751
0.1%
125000.0
737
0.1%
170000.0
705
0.1%
135000.0
703
0.1%
180000.0
700
0.1%
190000.0
666
0.1%
90000.0
659
0.1%
SMALLEST VALUES
100.0
1
0.0%
1066.0
1
0.0%
1720.0
1
0.0%
2337.0
1
0.0%
2575.0
1
0.0%
2841.0
1
0.0%
3250.0
1
0.0%
3489.0
1
0.0%
3693.0
1
0.0%
3953.0
1
0.0%
4000.0
1
0.0%
4181.0
1
0.0%
4449.0
1
0.0%
4665.0
1
0.0%
4704.0
1
0.0%
LARGEST VALUES
17266818.0
1
0.0%
16659631.0
1
0.0%
14817020.0
1
0.0%
13667329.0
1
0.0%
12722600.0
1
0.0%
12187500.0
1
0.0%
11600000.0
1
0.0%
11415856.0
1
0.0%
11187887.0
1
0.0%
11167955.0
1
0.0%
11104000.0
1
0.0%
10866421.0
1
0.0%
10000000.0
1
0.0%
9831213.0
1
0.0%
9570220.0
1
0.0%
Associations
Showing ONLY dataset "DataFrame"
• SQUARES are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (approximating how much the elements on the left PROVIDE INFORMATION on elements in the row).
• CIRCLES are numerical correlations (Pearson's) from -1 to 1.
• The trivial DIAGONAL is intentionally left blank for clarity.
Associations
Showing ONLY dataset "None"
• SQUARES are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (approximating how much the elements on the left PROVIDE INFORMATION on elements in the row).
• CIRCLES are numerical correlations (Pearson's) from -1 to 1.
• The trivial DIAGONAL is intentionally left blank for clarity.
tot_appr_val
MISSING:
4
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
prior_tot_appr_val
0.99
prior_land_val
0.88
land_val
0.87
eff_ar
0.71
bld_ar
0.71
heat_ar
0.71
im_sq_ft
0.71
gross_ar
0.71
act_ar
0.71
fixtures_total
0.62
perimeter
0.62
room_full_bath
0.59
fixtures_addl
0.52
base_area_upr
0.51

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
grade_adjustment
0.80
market_area_1_dscr
0.77
market_area_2_dscr
0.76
dscr
0.75
center_code
0.48
room_half_bath
0.44
cost_and_design
0.43
exterior_wall
0.40
gunite_pool_grade
0.40
fireplace_masonry_firebrick
0.38
school_dist
0.35
story_height_index
0.32
fireplace_metal_prefab
0.31
pool_spa_with_heater_grade
0.30
MOST FREQUENT VALUES
110000.0
886
0.1%
150000.0
879
0.1%
120000.0
832
0.1%
130000.0
782
0.1%
100000.0
780
0.1%
200000.0
769
0.1%
140000.0
762
0.1%
160000.0
756
0.1%
165000.0
751
0.1%
125000.0
737
0.1%
170000.0
705
0.1%
135000.0
703
0.1%
180000.0
700
0.1%
190000.0
666
0.1%
90000.0
659
0.1%
SMALLEST VALUES
100.0
1
0.0%
1066.0
1
0.0%
1720.0
1
0.0%
2337.0
1
0.0%
2575.0
1
0.0%
2841.0
1
0.0%
3250.0
1
0.0%
3489.0
1
0.0%
3693.0
1
0.0%
3953.0
1
0.0%
4000.0
1
0.0%
4181.0
1
0.0%
4449.0
1
0.0%
4665.0
1
0.0%
4704.0
1
0.0%
LARGEST VALUES
17266818.0
1
0.0%
16659631.0
1
0.0%
14817020.0
1
0.0%
13667329.0
1
0.0%
12722600.0
1
0.0%
12187500.0
1
0.0%
11600000.0
1
0.0%
11415856.0
1
0.0%
11187887.0
1
0.0%
11167955.0
1
0.0%
11104000.0
1
0.0%
10866421.0
1
0.0%
10000000.0
1
0.0%
9831213.0
1
0.0%
9570220.0
1
0.0%
dscr
MISSING:
---
TOP CATEGORIES
tot_appr_val
(avg)
Average
602,857
63%
0.1M
Good
217,197
23%
0.3M
Low
74,233
8%
0.1M
Excellent
52,138
5%
0.7M
Superior
8,012
1%
1.9M
Very Low
3,236
0%
0.0M
Poor
13
0%
0.0M
ALL
957,686
100%
0.2M
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
dscr
PROVIDES INFORMATION ON...
grade_adjustment
0.48
foundation_type
0.38
custom_outdoor_kitchen_uts
0.33
heating_ac
0.30
custom_outdoor_kitchen_grade
0.29
pool_spa_with_heater_grade
0.17
room_half_bath
0.16
gunite_pool_grade
0.15
story_height_index
0.15
basic_outdoor_kitchen_grade
0.14
exterior_wall
0.11
cond_desir_util
0.08
fireplace_masonry_firebrick
0.08
fireplace_metal_prefab
0.07

THESE FEATURES GIVE INFORMATION
ON dscr:
grade_adjustment
0.93
market_area_1_dscr
0.27
market_area_2_dscr
0.27
exterior_wall
0.15
center_code
0.14
foundation_type
0.12
story_height_index
0.11
heating_ac
0.11
room_half_bath
0.11
school_dist
0.11
cond_desir_util
0.08
gunite_pool_grade
0.05
fireplace_metal_prefab
0.05
fireplace_masonry_firebrick
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
dscr
CORRELATION RATIO WITH...
eff_ar
0.77
heat_ar
0.76
im_sq_ft
0.76
bld_ar
0.76
gross_ar
0.76
act_ar
0.76
tot_appr_val
0.75
fixtures_total
0.74
prior_tot_appr_val
0.74
perimeter
0.72
room_full_bath
0.68
fixtures_addl
0.64
room_total
0.60
base_area_upr
0.56
date_erected
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
fixtures_total
0.60
fixtures_addl
0.56
room_full_bath
0.53
perimeter
0.49
gross_ar
0.45
eff_ar
0.45
base_area_upr
0.45
act_ar
0.45
heat_ar
0.44
im_sq_ft
0.44
bld_ar
0.44
mas_brk_garage_pri
0.41
room_total
0.41
room_bedroom
0.40

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
market_area_2_dscr
0.62
market_area_1_dscr
0.62
grade_adjustment
0.57
center_code
0.54
school_dist
0.53
dscr
0.51
heating_ac
0.50
foundation_type
0.50
story_height_index
0.47
cond_desir_util
0.45
exterior_wall
0.44
physical_condition
0.40
fireplace_metal_prefab
0.40
cost_and_design
0.40
MOST FREQUENT VALUES
2006
30,933
3.2%
2005
30,717
3.2%
1950
28,992
3.0%
1983
28,394
3.0%
1978
25,109
2.6%
2003
25,011
2.6%
2004
24,906
2.6%
1955
24,123
2.5%
2002
21,883
2.3%
1979
21,579
2.3%
1982
21,577
2.3%
2007
21,405
2.2%
1960
20,965
2.2%
1977
20,689
2.2%
2001
18,861
2.0%
SMALLEST VALUES
1830
1
0.0%
1840
1
0.0%
1843
1
0.0%
1849
1
0.0%
1857
1
0.0%
1860
1
0.0%
1861
1
0.0%
1865
1
0.0%
1870
3
0.0%
1871
1
0.0%
1872
1
0.0%
1873
1
0.0%
1875
2
0.0%
1877
1
0.0%
1880
11
0.0%
LARGEST VALUES
2015
8,984
0.9%
2014
16,544
1.7%
2013
15,567
1.6%
2012
13,165
1.4%
2011
9,960
1.0%
2010
10,290
1.1%
2009
10,793
1.1%
2008
13,958
1.5%
2007
21,405
2.2%
2006
30,933
3.2%
2005
30,717
3.2%
2004
24,906
2.6%
2003
25,011
2.6%
2002
21,883
2.3%
2001
18,861
2.0%
yr_remodel
MISSING:
871,280
(91%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
date_erected
0.31
fixtures_total
0.27
room_full_bath
0.26
fixtures_addl
0.24
perimeter
0.21
gross_ar
0.20
act_ar
0.20
eff_ar
0.20
room_bedroom
0.20
heat_ar
0.20
im_sq_ft
0.19
bld_ar
0.19
mas_brk_garage_pri
0.19
carport_residential_uts
-0.18

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
cost_and_design
0.78
physical_condition
0.51
cond_desir_util
0.40
market_area_1_dscr
0.30
market_area_2_dscr
0.30
center_code
0.25
school_dist
0.25
foundation_type
0.16
fireplace_metal_prefab
0.14
fireplace_masonry_firebrick
0.10
exterior_wall
0.10
grade_adjustment
0.10
foundation_repaired_grade
0.09
story_height_index
0.08
MOST FREQUENT VALUES
2010.0
5,886
6.8%
2012.0
5,038
5.8%
2011.0
4,843
5.6%
2008.0
4,789
5.5%
2013.0
3,816
4.4%
2014.0
3,774
4.4%
2000.0
3,378
3.9%
2007.0
3,111
3.6%
2002.0
2,901
3.4%
2003.0
2,745
3.2%
2006.0
2,630
3.0%
2015.0
2,462
2.8%
1995.0
2,450
2.8%
2001.0
2,411
2.8%
2004.0
2,364
2.7%
SMALLEST VALUES
1933.0
1
0.0%
1937.0
1
0.0%
1938.0
1
0.0%
1940.0
4
0.0%
1942.0
3
0.0%
1943.0
1
0.0%
1945.0
6
0.0%
1946.0
2
0.0%
1947.0
1
0.0%
1948.0
3
0.0%
1949.0
4
0.0%
1950.0
18
0.0%
1951.0
2
0.0%
1952.0
3
0.0%
1953.0
8
0.0%
LARGEST VALUES
2019.0
1
0.0%
2016.0
12
0.0%
2015.0
2,462
2.8%
2014.0
3,774
4.4%
2013.0
3,816
4.4%
2012.0
5,038
5.8%
2011.0
4,843
5.6%
2010.0
5,886
6.8%
2008.0
4,789
5.5%
2007.0
3,111
3.6%
2006.0
2,630
3.0%
2004.0
2,364
2.7%
2003.0
2,745
3.2%
2002.0
2,901
3.4%
2001.0
2,411
2.8%
im_sq_ft
MISSING:
3
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
heat_ar
1.00
bld_ar
0.99
eff_ar
0.99
act_ar
0.96
gross_ar
0.96
perimeter
0.90
fixtures_total
0.85
room_total
0.79
room_full_bath
0.77
base_area_upr
0.75
tot_appr_val
0.71
prior_tot_appr_val
0.70
fixtures_addl
0.70
room_bedroom
0.67

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
grade_adjustment
0.81
dscr
0.76
story_height_index
0.59
market_area_1_dscr
0.58
market_area_2_dscr
0.58
room_half_bath
0.57
exterior_wall
0.42
gunite_pool_grade
0.41
center_code
0.41
school_dist
0.35
fireplace_metal_prefab
0.33
heating_ac
0.32
pool_spa_with_heater_grade
0.32
fireplace_masonry_firebrick
0.31
MOST FREQUENT VALUES
1560.0
1,708
0.2%
1440.0
1,619
0.2%
1200.0
1,499
0.2%
1520.0
1,456
0.2%
1008.0
1,452
0.2%
1500.0
1,433
0.1%
1488.0
1,405
0.1%
1400.0
1,353
0.1%
1152.0
1,216
0.1%
1680.0
1,206
0.1%
1600.0
1,197
0.1%
1176.0
1,189
0.1%
960.0
1,188
0.1%
1540.0
1,162
0.1%
1080.0
1,161
0.1%
SMALLEST VALUES
120.0
1
0.0%
144.0
1
0.0%
180.0
1
0.0%
192.0
1
0.0%
200.0
2
0.0%
210.0
1
0.0%
216.0
1
0.0%
224.0
1
0.0%
228.0
1
0.0%
240.0
3
0.0%
250.0
1
0.0%
252.0
2
0.0%
260.0
1
0.0%
264.0
4
0.0%
266.0
2
0.0%
LARGEST VALUES
26401.0
1
0.0%
23562.0
1
0.0%
21104.0
1
0.0%
20513.0
1
0.0%
20157.0
1
0.0%
19465.0
1
0.0%
18198.0
1
0.0%
17764.0
1
0.0%
17331.0
1
0.0%
16995.0
1
0.0%
16904.0
1
0.0%
16616.0
1
0.0%
16347.0
1
0.0%
15716.0
1
0.0%
15395.0
1
0.0%
act_ar
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
gross_ar
1.00
eff_ar
0.98
im_sq_ft
0.96
heat_ar
0.96
bld_ar
0.96
perimeter
0.89
fixtures_total
0.83
room_full_bath
0.77
room_total
0.75
tot_appr_val
0.71
prior_tot_appr_val
0.70
base_area_upr
0.70
fixtures_addl
0.68
room_bedroom
0.63

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
grade_adjustment
0.81
dscr
0.76
market_area_1_dscr
0.57
market_area_2_dscr
0.57
room_half_bath
0.54
story_height_index
0.53
exterior_wall
0.43
center_code
0.41
gunite_pool_grade
0.41
fireplace_metal_prefab
0.35
school_dist
0.35
heating_ac
0.34
pool_spa_with_heater_grade
0.32
fireplace_masonry_firebrick
0.30
MOST FREQUENT VALUES
2100
1,393
0.1%
2000
1,338
0.1%
2360
1,336
0.1%
2160
1,230
0.1%
2400
1,159
0.1%
1950
1,146
0.1%
1920
1,129
0.1%
2200
1,102
0.1%
1960
1,063
0.1%
2040
1,052
0.1%
1800
1,016
0.1%
2340
1,005
0.1%
2240
933
0.1%
2080
930
0.1%
2420
926
0.1%
SMALLEST VALUES
144
1
0.0%
180
1
0.0%
192
1
0.0%
200
1
0.0%
216
1
0.0%
228
1
0.0%
240
2
0.0%
250
1
0.0%
252
1
0.0%
260
1
0.0%
264
1
0.0%
266
2
0.0%
268
1
0.0%
275
1
0.0%
276
1
0.0%
LARGEST VALUES
37123
1
0.0%
33151
1
0.0%
30746
1
0.0%
30669
1
0.0%
28436
1
0.0%
28410
1
0.0%
27330
1
0.0%
25787
1
0.0%
25170
1
0.0%
23467
1
0.0%
23049
1
0.0%
22964
1
0.0%
22938
1
0.0%
22877
1
0.0%
21665
1
0.0%
heat_ar
MISSING:
4
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
im_sq_ft
1.00
bld_ar
1.00
eff_ar
0.99
gross_ar
0.96
act_ar
0.96
perimeter
0.90
fixtures_total
0.85
room_total
0.79
room_full_bath
0.77
base_area_upr
0.76
tot_appr_val
0.71
prior_tot_appr_val
0.71
fixtures_addl
0.70
room_bedroom
0.67

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
grade_adjustment
0.81
dscr
0.76
story_height_index
0.58
market_area_1_dscr
0.58
market_area_2_dscr
0.58
room_half_bath
0.57
exterior_wall
0.42
gunite_pool_grade
0.41
center_code
0.41
school_dist
0.36
fireplace_metal_prefab
0.33
heating_ac
0.32
pool_spa_with_heater_grade
0.32
fireplace_masonry_firebrick
0.31
MOST FREQUENT VALUES
1560.0
1,707
0.2%
1440.0
1,620
0.2%
1200.0
1,499
0.2%
1520.0
1,456
0.2%
1008.0
1,453
0.2%
1500.0
1,434
0.1%
1488.0
1,404
0.1%
1400.0
1,354
0.1%
1152.0
1,215
0.1%
1680.0
1,202
0.1%
1600.0
1,200
0.1%
1176.0
1,189
0.1%
960.0
1,189
0.1%
1540.0
1,163
0.1%
1080.0
1,161
0.1%
SMALLEST VALUES
120.0
1
0.0%
144.0
1
0.0%
160.0
1
0.0%
180.0
1
0.0%
192.0
1
0.0%
200.0
2
0.0%
210.0
1
0.0%
216.0
1
0.0%
224.0
1
0.0%
228.0
1
0.0%
240.0
3
0.0%
250.0
1
0.0%
252.0
2
0.0%
260.0
1
0.0%
264.0
4
0.0%
LARGEST VALUES
26401.0
1
0.0%
23562.0
1
0.0%
21104.0
1
0.0%
20513.0
1
0.0%
20157.0
1
0.0%
19465.0
1
0.0%
18198.0
1
0.0%
18040.0
1
0.0%
17404.0
1
0.0%
17331.0
1
0.0%
16904.0
1
0.0%
16616.0
1
0.0%
16347.0
1
0.0%
15395.0
1
0.0%
15346.0
1
0.0%
gross_ar
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
act_ar
1.00
eff_ar
0.98
heat_ar
0.96
im_sq_ft
0.96
bld_ar
0.96
perimeter
0.90
fixtures_total
0.83
room_full_bath
0.77
room_total
0.75
tot_appr_val
0.71
prior_tot_appr_val
0.70
base_area_upr
0.70
fixtures_addl
0.68
room_bedroom
0.63

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
grade_adjustment
0.81
dscr
0.76
market_area_1_dscr
0.57
market_area_2_dscr
0.57
room_half_bath
0.54
story_height_index
0.53
exterior_wall
0.43
center_code
0.41
gunite_pool_grade
0.41
fireplace_metal_prefab
0.35
school_dist
0.35
heating_ac
0.34
pool_spa_with_heater_grade
0.32
fireplace_masonry_firebrick
0.30
MOST FREQUENT VALUES
2100
1,394
0.1%
2000
1,340
0.1%
2360
1,336
0.1%
2160
1,231
0.1%
2400
1,158
0.1%
1950
1,145
0.1%
1920
1,131
0.1%
2200
1,102
0.1%
1960
1,064
0.1%
2040
1,055
0.1%
1800
1,016
0.1%
2340
1,004
0.1%
2240
935
0.1%
2080
929
0.1%
2420
928
0.1%
SMALLEST VALUES
120
1
0.0%
144
1
0.0%
180
1
0.0%
192
1
0.0%
200
1
0.0%
216
1
0.0%
228
1
0.0%
240
2
0.0%
250
1
0.0%
252
1
0.0%
260
1
0.0%
264
1
0.0%
266
2
0.0%
268
1
0.0%
275
1
0.0%
LARGEST VALUES
37123
1
0.0%
33151
1
0.0%
30746
1
0.0%
30669
1
0.0%
28410
1
0.0%
27330
1
0.0%
25787
1
0.0%
25170
1
0.0%
23467
1
0.0%
23049
1
0.0%
22964
1
0.0%
22938
1
0.0%
22877
1
0.0%
21665
1
0.0%
21636
1
0.0%
eff_ar
MISSING:
1
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
heat_ar
0.99
im_sq_ft
0.99
bld_ar
0.99
gross_ar
0.98
act_ar
0.98
perimeter
0.90
fixtures_total
0.84
room_full_bath
0.78
room_total
0.78
base_area_upr
0.72
tot_appr_val
0.71
prior_tot_appr_val
0.71
fixtures_addl
0.69
room_bedroom
0.66

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
grade_adjustment
0.82
dscr
0.77
market_area_1_dscr
0.58
market_area_2_dscr
0.58
room_half_bath
0.55
story_height_index
0.54
exterior_wall
0.42
center_code
0.41
gunite_pool_grade
0.41
school_dist
0.36
fireplace_metal_prefab
0.35
heating_ac
0.34
pool_spa_with_heater_grade
0.32
fireplace_masonry_firebrick
0.31
MOST FREQUENT VALUES
1787.0
802
0.1%
1700.0
767
0.1%
1715.0
746
0.1%
1792.0
741
0.1%
1669.0
727
0.1%
1764.0
688
0.1%
1678.0
686
0.1%
1675.0
684
0.1%
1332.0
675
0.1%
2004.0
666
0.1%
1838.0
665
0.1%
1852.0
662
0.1%
1848.0
662
0.1%
1862.0
660
0.1%
1828.0
659
0.1%
SMALLEST VALUES
144.0
1
0.0%
180.0
1
0.0%
192.0
2
0.0%
200.0
1
0.0%
208.0
1
0.0%
216.0
1
0.0%
228.0
1
0.0%
240.0
2
0.0%
250.0
2
0.0%
252.0
2
0.0%
260.0
2
0.0%
264.0
1
0.0%
265.0
1
0.0%
266.0
2
0.0%
268.0
1
0.0%
LARGEST VALUES
27753.0
1
0.0%
24154.0
1
0.0%
22202.0
1
0.0%
21171.0
1
0.0%
20879.0
1
0.0%
19741.0
1
0.0%
19334.0
1
0.0%
18666.0
1
0.0%
18307.0
1
0.0%
18143.0
1
0.0%
17939.0
1
0.0%
17007.0
1
0.0%
16608.0
1
0.0%
16337.0
1
0.0%
16239.0
1
0.0%
perimeter
MISSING:
1,169
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
heat_ar
0.90
eff_ar
0.90
im_sq_ft
0.90
bld_ar
0.90
gross_ar
0.90
act_ar
0.89
fixtures_total
0.85
base_area_upr
0.82
room_full_bath
0.74
room_total
0.74
fixtures_addl
0.70
tot_appr_val
0.62
prior_tot_appr_val
0.62
room_bedroom
0.62

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
grade_adjustment
0.77
story_height_index
0.73
dscr
0.72
room_half_bath
0.62
market_area_1_dscr
0.54
market_area_2_dscr
0.54
exterior_wall
0.46
center_code
0.40
gunite_pool_grade
0.36
fireplace_metal_prefab
0.34
school_dist
0.33
heating_ac
0.32
pool_spa_with_heater_grade
0.29
cond_desir_util
0.28
MOST FREQUENT VALUES
216.0
13,656
1.4%
214.0
13,300
1.4%
212.0
13,036
1.4%
192.0
12,752
1.3%
200.0
12,607
1.3%
202.0
12,532
1.3%
208.0
12,198
1.3%
218.0
12,132
1.3%
204.0
12,114
1.3%
188.0
11,815
1.2%
190.0
11,714
1.2%
206.0
11,600
1.2%
220.0
11,547
1.2%
196.0
11,539
1.2%
210.0
11,425
1.2%
SMALLEST VALUES
52.0
1
0.0%
56.0
2
0.0%
60.0
4
0.0%
62.0
1
0.0%
64.0
5
0.0%
66.0
3
0.0%
68.0
10
0.0%
70.0
6
0.0%
72.0
27
0.0%
74.0
4
0.0%
76.0
14
0.0%
78.0
8
0.0%
80.0
73
0.0%
82.0
15
0.0%
83.0
1
0.0%
LARGEST VALUES
1937.0
1
0.0%
1934.0
1
0.0%
1759.0
1
0.0%
1744.0
2
0.0%
1650.0
2
0.0%
1608.0
1
0.0%
1598.0
1
0.0%
1580.0
1
0.0%
1578.0
1
0.0%
1558.0
1
0.0%
1553.0
1
0.0%
1532.0
1
0.0%
1531.0
1
0.0%
1499.0
1
0.0%
1486.0
1
0.0%
fireplace_masonry_firebrick
MISSING:
---
TOP CATEGORIES
tot_appr_val
(avg)
0.0
754,010
79%
0.2M
1.0
196,287
20%
0.3M
2.0
6,269
1%
1.0M
3.0
913
0%
2.1M
4.0
162
0%
3.7M
5.0
31
0%
4.0M
6.0
12
0%
6.2M
7.0
2
0%
3.3M
ALL
957,686
100%
0.2M
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
fireplace_masonry_firebrick
PROVIDES INFORMATION ON...
fireplace_metal_prefab
0.13
reinforced_concrete_pool_grade
0.07
gunite_pool_grade
0.06
dscr
0.04
heating_ac
0.04
brick_or_stone_detached_garage_grade
0.03
cond_desir_util
0.03
residential_other_gross_value_grade
0.03
custom_outdoor_kitchen_uts
0.03
pool_spa_with_heater_grade
0.03
grade_adjustment
0.03
custom_outdoor_kitchen_grade
0.03
frame_detached_garage_w_living_area_abov_grade
0.02
market_area_1_dscr
0.02

THESE FEATURES GIVE INFORMATION
ON fireplace_masonry_firebrick:
fireplace_metal_prefab
0.16
market_area_2_dscr
0.15
market_area_1_dscr
0.15
grade_adjustment
0.10
dscr
0.08
center_code
0.06
cond_desir_util
0.06
exterior_wall
0.05
school_dist
0.04
gunite_pool_grade
0.04
heating_ac
0.03
cost_and_design
0.02
physical_condition
0.02
story_height_index
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
fireplace_masonry_firebrick
CORRELATION RATIO WITH...
tot_appr_val
0.38
prior_tot_appr_val
0.38
prior_land_val
0.37
land_val
0.37
frame_detached_garage_grade
0.31
im_sq_ft
0.31
heat_ar
0.31
bld_ar
0.31
eff_ar
0.31
act_ar
0.30
gross_ar
0.30
frame_detached_garage_uts
0.30
perimeter
0.24
room_full_bath
0.24
fireplace_metal_prefab
MISSING:
---
TOP CATEGORIES
tot_appr_val
(avg)
0.0
622,634
65%
0.2M
1.0
326,108
34%
0.2M
2.0
7,590
1%
0.9M
3.0
1,079
0%
1.6M
4.0
212
0%
2.5M
5.0
47
0%
2.5M
6.0
11
0%
1.7M
7.0
4
0%
5.9M
8.0
1
0%
0.3M
ALL
957,686
100%
0.2M
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
fireplace_metal_prefab
PROVIDES INFORMATION ON...
fireplace_masonry_firebrick
0.16
custom_outdoor_kitchen_uts
0.11
heating_ac
0.10
custom_outdoor_kitchen_grade
0.10
foundation_type
0.08
dscr
0.05
cracked_slab_grade
0.04
foundation_repaired_grade
0.03
center_code
0.03
basic_outdoor_kitchen_grade
0.03
grade_adjustment
0.03
school_dist
0.03
physical_condition
0.03
exterior_wall
0.03

THESE FEATURES GIVE INFORMATION
ON fireplace_metal_prefab:
market_area_2_dscr
0.16
market_area_1_dscr
0.16
fireplace_masonry_firebrick
0.13
center_code
0.12
school_dist
0.11
grade_adjustment
0.09
dscr
0.07
exterior_wall
0.06
heating_ac
0.06
foundation_type
0.04
cond_desir_util
0.04
story_height_index
0.03
physical_condition
0.03
cost_and_design
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
fireplace_metal_prefab
CORRELATION RATIO WITH...
date_erected
0.40
fixtures_addl
0.40
fixtures_total
0.38
gross_ar
0.35
act_ar
0.35
eff_ar
0.35
perimeter
0.34
heat_ar
0.33
im_sq_ft
0.33
bld_ar
0.33
room_full_bath
0.33
prior_tot_appr_val
0.32
tot_appr_val
0.31
mas_brk_garage_pri
0.30
fixtures_addl
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
fixtures_total
0.86
perimeter
0.70
heat_ar
0.70
bld_ar
0.70
im_sq_ft
0.70
eff_ar
0.69
gross_ar
0.68
act_ar
0.68
room_full_bath
0.61
room_total
0.60
base_area_upr
0.60
date_erected
0.56
tot_appr_val
0.52
prior_tot_appr_val
0.51

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
grade_adjustment
0.70
dscr
0.64
market_area_1_dscr
0.53
market_area_2_dscr
0.53
story_height_index
0.53
room_half_bath
0.47
fireplace_metal_prefab
0.40
center_code
0.40
exterior_wall
0.39
school_dist
0.38
gunite_pool_grade
0.30
cost_and_design
0.29
heating_ac
0.26
pool_spa_with_heater_grade
0.25
MOST FREQUENT VALUES
0.0
493,963
51.6%
2.0
167,004
17.4%
3.0
119,230
12.4%
1.0
86,892
9.1%
4.0
58,822
6.1%
5.0
17,949
1.9%
6.0
7,856
0.8%
7.0
2,674
0.3%
8.0
1,688
0.2%
10.0
543
0.1%
9.0
531
0.1%
11.0
156
0.0%
12.0
112
0.0%
13.0
62
0.0%
15.0
54
0.0%
SMALLEST VALUES
0.0
493,963
51.6%
1.0
86,892
9.1%
2.0
167,004
17.4%
3.0
119,230
12.4%
4.0
58,822
6.1%
5.0
17,949
1.9%
6.0
7,856
0.8%
7.0
2,674
0.3%
8.0
1,688
0.2%
9.0
531
0.1%
10.0
543
0.1%
11.0
156
0.0%
12.0
112
0.0%
13.0
62
0.0%
14.0
50
0.0%
LARGEST VALUES
34.0
1
0.0%
30.0
1
0.0%
29.0
1
0.0%
26.0
2
0.0%
25.0
1
0.0%
24.0
1
0.0%
23.0
1
0.0%
22.0
2
0.0%
21.0
4
0.0%
20.0
13
0.0%
19.0
7
0.0%
18.0
15
0.0%
17.0
15
0.0%
16.0
36
0.0%
15.0
54
0.0%
fixtures_total
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
room_full_bath
0.86
fixtures_addl
0.86
perimeter
0.85
heat_ar
0.85
bld_ar
0.85
im_sq_ft
0.85
eff_ar
0.84
gross_ar
0.83
act_ar
0.83
room_total
0.74
base_area_upr
0.74
room_bedroom
0.63
tot_appr_val
0.62
prior_tot_appr_val
0.62

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
grade_adjustment
0.80
dscr
0.74
story_height_index
0.66
room_half_bath
0.63
market_area_1_dscr
0.60
market_area_2_dscr
0.60
exterior_wall
0.48
center_code
0.46
heating_ac
0.39
school_dist
0.39
fireplace_metal_prefab
0.38
gunite_pool_grade
0.36
cond_desir_util
0.33
cost_and_design
0.30
MOST FREQUENT VALUES
8.0
246,558
25.7%
5.0
132,564
13.8%
10.0
124,699
13.0%
12.0
78,308
8.2%
11.0
66,320
6.9%
13.0
64,086
6.7%
9.0
47,286
4.9%
7.0
46,823
4.9%
14.0
29,862
3.1%
16.0
29,497
3.1%
17.0
25,981
2.7%
15.0
23,225
2.4%
18.0
12,923
1.3%
19.0
7,287
0.8%
20.0
5,606
0.6%
SMALLEST VALUES
0.0
354
0.0%
1.0
9
0.0%
2.0
44
0.0%
3.0
27
0.0%
4.0
60
0.0%
5.0
132,564
13.8%
6.0
1,473
0.2%
7.0
46,823
4.9%
8.0
246,558
25.7%
9.0
47,286
4.9%
10.0
124,699
13.0%
11.0
66,320
6.9%
12.0
78,308
8.2%
13.0
64,086
6.7%
14.0
29,862
3.1%
LARGEST VALUES
100.0
1
0.0%
63.0
1
0.0%
58.0
2
0.0%
57.0
1
0.0%
55.0
2
0.0%
54.0
2
0.0%
53.0
1
0.0%
51.0
2
0.0%
50.0
4
0.0%
49.0
1
0.0%
48.0
4
0.0%
47.0
6
0.0%
46.0
4
0.0%
45.0
9
0.0%
44.0
10
0.0%
room_bedroom
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
room_total
0.76
im_sq_ft
0.67
heat_ar
0.67
bld_ar
0.67
eff_ar
0.66
act_ar
0.63
gross_ar
0.63
fixtures_total
0.63
perimeter
0.62
room_full_bath
0.60
base_area_upr
0.56
fixtures_addl
0.47
room_rec
0.42
date_erected
0.40

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
grade_adjustment
0.53
story_height_index
0.51
dscr
0.49
market_area_1_dscr
0.45
market_area_2_dscr
0.45
room_half_bath
0.44
center_code
0.37
school_dist
0.34
heating_ac
0.34
exterior_wall
0.31
foundation_type
0.31
cond_desir_util
0.28
gunite_pool_grade
0.26
physical_condition
0.20
MOST FREQUENT VALUES
3.0
517,915
54.1%
4.0
301,578
31.5%
2.0
88,113
9.2%
5.0
42,204
4.4%
6.0
3,632
0.4%
1.0
3,548
0.4%
7.0
438
0.0%
8.0
129
0.0%
0.0
67
0.0%
9.0
40
0.0%
10.0
21
0.0%
14.0
1
0.0%
SMALLEST VALUES
0.0
67
0.0%
1.0
3,548
0.4%
2.0
88,113
9.2%
3.0
517,915
54.1%
4.0
301,578
31.5%
5.0
42,204
4.4%
6.0
3,632
0.4%
7.0
438
0.0%
8.0
129
0.0%
9.0
40
0.0%
10.0
21
0.0%
14.0
1
0.0%
LARGEST VALUES
14.0
1
0.0%
10.0
21
0.0%
9.0
40
0.0%
8.0
129
0.0%
7.0
438
0.0%
6.0
3,632
0.4%
5.0
42,204
4.4%
4.0
301,578
31.5%
3.0
517,915
54.1%
2.0
88,113
9.2%
1.0
3,548
0.4%
0.0
67
0.0%
room_full_bath
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
fixtures_total
0.86
eff_ar
0.78
heat_ar
0.77
bld_ar
0.77
im_sq_ft
0.77
gross_ar
0.77
act_ar
0.77
perimeter
0.74
room_total
0.65
fixtures_addl
0.61
room_bedroom
0.60
tot_appr_val
0.59
base_area_upr
0.59
prior_tot_appr_val
0.59

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
grade_adjustment
0.73
dscr
0.68
market_area_2_dscr
0.56
market_area_1_dscr
0.56
story_height_index
0.49
exterior_wall
0.46
center_code
0.44
heating_ac
0.42
school_dist
0.34
fireplace_metal_prefab
0.33
room_half_bath
0.33
gunite_pool_grade
0.33
cond_desir_util
0.32
foundation_type
0.29
MOST FREQUENT VALUES
2.0
627,045
65.5%
1.0
181,520
19.0%
3.0
122,080
12.7%
4.0
20,616
2.2%
5.0
4,666
0.5%
6.0
1,193
0.1%
7.0
325
0.0%
0.0
141
0.0%
8.0
69
0.0%
9.0
25
0.0%
10.0
5
0.0%
11.0
1
0.0%
SMALLEST VALUES
0.0
141
0.0%
1.0
181,520
19.0%
2.0
627,045
65.5%
3.0
122,080
12.7%
4.0
20,616
2.2%
5.0
4,666
0.5%
6.0
1,193
0.1%
7.0
325
0.0%
8.0
69
0.0%
9.0
25
0.0%
10.0
5
0.0%
11.0
1
0.0%
LARGEST VALUES
11.0
1
0.0%
10.0
5
0.0%
9.0
25
0.0%
8.0
69
0.0%
7.0
325
0.0%
6.0
1,193
0.1%
5.0
4,666
0.5%
4.0
20,616
2.2%
3.0
122,080
12.7%
2.0
627,045
65.5%
1.0
181,520
19.0%
0.0
141
0.0%
room_half_bath
MISSING:
---
TOP CATEGORIES
tot_appr_val
(avg)
0.0
564,247
59%
0.2M
1.0
381,709
40%
0.3M
2.0
10,728
1%
1.0M
3.0
865
0%
1.9M
4.0
104
0%
2.9M
5.0
30
0%
2.4M
6.0
2
0%
1.2M
7.0
1
0%
8.2M
ALL
957,686
100%
0.2M
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
room_half_bath
PROVIDES INFORMATION ON...
story_height_index
0.34
custom_outdoor_kitchen_uts
0.14
custom_outdoor_kitchen_grade
0.12
dscr
0.11
pool_spa_with_heater_grade
0.08
heating_ac
0.08
gunite_pool_grade
0.07
grade_adjustment
0.06
foundation_type
0.06
exterior_wall
0.05
basic_outdoor_kitchen_grade
0.05
frame_detached_garage_w_living_area_abov_grade
0.02
cost_and_design
0.02
cond_desir_util
0.02

THESE FEATURES GIVE INFORMATION
ON room_half_bath:
story_height_index
0.35
grade_adjustment
0.18
dscr
0.16
exterior_wall
0.10
market_area_1_dscr
0.09
market_area_2_dscr
0.09
center_code
0.05
heating_ac
0.04
school_dist
0.03
gunite_pool_grade
0.03
cond_desir_util
0.03
foundation_type
0.03
pool_spa_with_heater_grade
0.02
cost_and_design
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
room_half_bath
CORRELATION RATIO WITH...
base_area_upr
0.65
fixtures_total
0.63
perimeter
0.62
heat_ar
0.57
im_sq_ft
0.57
bld_ar
0.57
eff_ar
0.55
gross_ar
0.54
act_ar
0.54
room_total
0.52
fixtures_addl
0.47
room_bedroom
0.44
tot_appr_val
0.44
prior_tot_appr_val
0.44
room_rec
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
room_total
0.66
heat_ar
0.62
im_sq_ft
0.62
bld_ar
0.62
eff_ar
0.61
gross_ar
0.59
act_ar
0.59
perimeter
0.59
fixtures_total
0.57
base_area_upr
0.53
fixtures_addl
0.49
room_full_bath
0.48
tot_appr_val
0.43
prior_tot_appr_val
0.43

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
grade_adjustment
0.53
dscr
0.49
story_height_index
0.44
room_half_bath
0.42
market_area_1_dscr
0.38
market_area_2_dscr
0.38
center_code
0.27
gunite_pool_grade
0.26
exterior_wall
0.26
school_dist
0.25
pool_spa_with_heater_grade
0.21
fireplace_metal_prefab
0.21
heating_ac
0.18
cond_desir_util
0.18
MOST FREQUENT VALUES
0.0
585,173
61.1%
1.0
315,572
33.0%
2.0
44,359
4.6%
3.0
11,042
1.2%
4.0
1,166
0.1%
5.0
220
0.0%
6.0
118
0.0%
7.0
18
0.0%
8.0
9
0.0%
9.0
4
0.0%
10.0
2
0.0%
12.0
1
0.0%
13.0
1
0.0%
11.0
1
0.0%
SMALLEST VALUES
0.0
585,173
61.1%
1.0
315,572
33.0%
2.0
44,359
4.6%
3.0
11,042
1.2%
4.0
1,166
0.1%
5.0
220
0.0%
6.0
118
0.0%
7.0
18
0.0%
8.0
9
0.0%
9.0
4
0.0%
10.0
2
0.0%
11.0
1
0.0%
12.0
1
0.0%
13.0
1
0.0%
LARGEST VALUES
13.0
1
0.0%
12.0
1
0.0%
11.0
1
0.0%
10.0
2
0.0%
9.0
4
0.0%
8.0
9
0.0%
7.0
18
0.0%
6.0
118
0.0%
5.0
220
0.0%
4.0
1,166
0.1%
3.0
11,042
1.2%
2.0
44,359
4.6%
1.0
315,572
33.0%
0.0
585,173
61.1%
room_total
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
heat_ar
0.79
im_sq_ft
0.79
bld_ar
0.79
eff_ar
0.78
room_bedroom
0.76
gross_ar
0.75
act_ar
0.75
fixtures_total
0.74
perimeter
0.74
room_rec
0.66
room_full_bath
0.65
base_area_upr
0.65
fixtures_addl
0.60
tot_appr_val
0.48

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
grade_adjustment
0.66
dscr
0.60
story_height_index
0.58
room_half_bath
0.52
market_area_1_dscr
0.50
market_area_2_dscr
0.50
center_code
0.37
school_dist
0.35
exterior_wall
0.35
gunite_pool_grade
0.33
heating_ac
0.32
cond_desir_util
0.29
fireplace_metal_prefab
0.26
pool_spa_with_heater_grade
0.25
MOST FREQUENT VALUES
6.0
292,994
30.6%
7.0
202,970
21.2%
5.0
155,070
16.2%
8.0
150,698
15.7%
9.0
70,307
7.3%
10.0
36,757
3.8%
4.0
27,595
2.9%
11.0
11,444
1.2%
12.0
4,555
0.5%
3.0
2,177
0.2%
13.0
1,230
0.1%
14.0
646
0.1%
2.0
372
0.0%
15.0
272
0.0%
0.0
230
0.0%
SMALLEST VALUES
0.0
230
0.0%
1.0
80
0.0%
2.0
372
0.0%
3.0
2,177
0.2%
4.0
27,595
2.9%
5.0
155,070
16.2%
6.0
292,994
30.6%
7.0
202,970
21.2%
8.0
150,698
15.7%
9.0
70,307
7.3%
10.0
36,757
3.8%
11.0
11,444
1.2%
12.0
4,555
0.5%
13.0
1,230
0.1%
14.0
646
0.1%
LARGEST VALUES
24.0
1
0.0%
23.0
1
0.0%
22.0
2
0.0%
21.0
4
0.0%
20.0
32
0.0%
19.0
26
0.0%
18.0
37
0.0%
17.0
49
0.0%
16.0
137
0.0%
15.0
272
0.0%
14.0
646
0.1%
13.0
1,230
0.1%
12.0
4,555
0.5%
11.0
11,444
1.2%
10.0
36,757
3.8%
story_height_index
MISSING:
---
TOP CATEGORIES
tot_appr_val
(avg)
1.0
616,975
64%
0.2M
2.0
315,259
33%
0.3M
3.0
17,009
2%
0.5M
1.5
6,083
1%
0.2M
4.0
2,102
0%
0.6M
2.5
192
0%
1.0M
5.0
40
0%
1.0M
0.0
20
0%
0.2M
3.5
6
0%
0.5M
ALL
957,686
100%
0.2M
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
story_height_index
PROVIDES INFORMATION ON...
room_half_bath
0.35
dscr
0.11
exterior_wall
0.11
heating_ac
0.09
custom_outdoor_kitchen_uts
0.09
pool_spa_with_heater_grade
0.08
custom_outdoor_kitchen_grade
0.07
grade_adjustment
0.07
gunite_pool_grade
0.06
cost_and_design
0.06
foundation_type
0.04
cracked_slab_grade
0.04
basic_outdoor_kitchen_grade
0.04
frame_detached_garage_w_living_area_abov_grade
0.04

THESE FEATURES GIVE INFORMATION
ON story_height_index:
room_half_bath
0.34
exterior_wall
0.19
grade_adjustment
0.19
market_area_2_dscr
0.17
market_area_1_dscr
0.17
dscr
0.15
center_code
0.11
school_dist
0.08
cost_and_design
0.05
heating_ac
0.05
cond_desir_util
0.04
gunite_pool_grade
0.03
fireplace_metal_prefab
0.03
physical_condition
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
story_height_index
CORRELATION RATIO WITH...
base_area_upr
0.88
perimeter
0.73
fixtures_total
0.66
im_sq_ft
0.59
heat_ar
0.58
bld_ar
0.58
room_total
0.58
eff_ar
0.54
act_ar
0.53
gross_ar
0.53
fixtures_addl
0.53
room_bedroom
0.51
room_full_bath
0.49
date_erected
0.47
zip_code
MISSING:
46
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
date_erected
0.26
mas_brk_garage_pri
0.21
yr_remodel
0.18
land_val
-0.18
prior_land_val
-0.18
room_bedroom
0.14
fixtures_addl
0.13
open_mas_porch_pri
0.13
base_area_pri
0.12
gross_ar
0.12
act_ar
0.12
fixtures_total
0.12
eff_ar
0.11
room_total
0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
market_area_1_dscr
0.28
market_area_2_dscr
0.27
school_dist
0.25
center_code
0.21
cost_and_design
0.06
fireplace_metal_prefab
0.06
foundation_type
0.05
story_height_index
0.05
heating_ac
0.05
cond_desir_util
0.05
physical_condition
0.04
exterior_wall
0.04
grade_adjustment
0.04
dscr
0.04
MOST FREQUENT VALUES
77449.0
30,333
3.2%
77084.0
24,708
2.6%
77429.0
24,006
2.5%
77433.0
23,831
2.5%
77379.0
23,470
2.5%
77095.0
19,787
2.1%
77346.0
19,170
2.0%
77373.0
18,621
1.9%
77388.0
14,710
1.5%
77375.0
14,097
1.5%
77450.0
13,809
1.4%
77088.0
13,508
1.4%
77089.0
13,400
1.4%
77521.0
12,257
1.3%
77070.0
11,505
1.2%
SMALLEST VALUES
77002.0
87
0.0%
77003.0
2,088
0.2%
77004.0
5,095
0.5%
77005.0
6,950
0.7%
77006.0
3,691
0.4%
77007.0
9,958
1.0%
77008.0
10,055
1.0%
77009.0
8,890
0.9%
77011.0
2,759
0.3%
77012.0
2,874
0.3%
77013.0
2,582
0.3%
77014.0
5,521
0.6%
77015.0
10,094
1.1%
77016.0
8,503
0.9%
77017.0
5,983
0.6%
LARGEST VALUES
77598.0
2,547
0.3%
77587.0
3,040
0.3%
77586.0
6,525
0.7%
77581.0
1,653
0.2%
77571.0
10,786
1.1%
77562.0
2,702
0.3%
77547.0
2,359
0.2%
77546.0
6,779
0.7%
77536.0
9,758
1.0%
77535.0
7
0.0%
77532.0
7,908
0.8%
77530.0
6,418
0.7%
77523.0
129
0.0%
77521.0
12,257
1.3%
77520.0
8,648
0.9%
school_dist
MISSING:
55
(0%)
TOP CATEGORIES
tot_appr_val
(avg)
HOUSTON ISD
269,822
28%
271k
CYPRESS-FAIRBANKS ISD
148,137
15%
204k
KLEIN ISD
70,362
7%
210k
HUMBLE ISD
55,042
6%
222k
KATY ISD
51,665
5%
208k
ALDINE ISD
51,006
5%
100k
PASADENA ISD
49,767
5%
117k
SPRING ISD
40,566
4%
135k
CLEAR CREEK ISD
35,654
4%
228k
ALIEF ISD
34,128
4%
151k
SPRING BRANCH ISD
32,186
3%
632k
GOOSE CREEK CISD
23,319
2%
115k
TOMBALL ISD
19,380
2%
303k
GALENA PARK ISD
17,773
2%
91k
DEER PARK ISD
13,777
1%
153k
LA PORTE ISD
12,788
1%
156k
CHANNELVIEW ISD
8,538
1%
109k
(Other)
23,721
2%
151k
ALL
957,631
100%
219k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
school_dist
PROVIDES INFORMATION ON...
center_code
0.83
market_area_1_dscr
0.64
market_area_2_dscr
0.64
foundation_type
0.21
heating_ac
0.17
fireplace_metal_prefab
0.11
dscr
0.11
cost_and_design
0.10
foundation_repaired_grade
0.09
cracked_slab_grade
0.09
story_height_index
0.08
grade_adjustment
0.08
custom_outdoor_kitchen_uts
0.07
pool_spa_with_heater_grade
0.07

THESE FEATURES GIVE INFORMATION
ON school_dist:
market_area_1_dscr
1.00
market_area_2_dscr
1.00
center_code
0.81
grade_adjustment
0.07
dscr
0.05
exterior_wall
0.04
fireplace_metal_prefab
0.03
heating_ac
0.03
cond_desir_util
0.03
foundation_type
0.03
cost_and_design
0.03
story_height_index
0.03
physical_condition
0.02
room_half_bath
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
school_dist
CORRELATION RATIO WITH...
date_erected
0.53
prior_land_val
0.45
land_val
0.45
fixtures_total
0.39
fixtures_addl
0.38
mas_brk_garage_pri
0.36
eff_ar
0.36
heat_ar
0.36
im_sq_ft
0.35
room_total
0.35
bld_ar
0.35
gross_ar
0.35
act_ar
0.35
tot_appr_val
0.35
neighborhood_code
MISSING:
1
(0%)
4,343
0%
-
-
M/R
1,949
0%
-
-
OAK MEADOWS
1,726
0%
-
-
RED BLUFF TERRACE SEC 1-7
1,613
0%
-
-
HOUSTON HEIGHTS
1,549
0%
-
-
BEAR CREEK VLG 2,3,4,6/OTHERS
1,496
0%
-
-
SHARPSTOWN #2,5
1,489
0%
-
-
NORTHWEST PARK 1,2,3,4,5,6
1,421
0%
-
-
CENTRAL PARK
1,376
0%
-
-
NORTH GLEN
1,368
0%
-
-
FALLBROOK #1,2,3,
1,363
0%
-
-
BONNIE OAKS/OTHERS
1,331
0%
-
-
FREEWAY MANOR SEC 3,4,5,7
1,328
0%
-
-
STRATTON PLACE/OTHERS
1,294
0%
-
-
PLEASANTVILLE
1,291
0%
-
-
COTTAGE GROVE T/H
1,291
0%
-
-
LAKEWOOD FOREST
1,283
0%
-
-
SCENIC WOODS PLAZA/OTHERS
1,276
0%
-
-
COMFORT PL AND OTHERS
1,263
0%
-
-
PECAN PK/WOODRIDGE/ENFIELD
1,260
0%
-
-
CLOVERLEAF
1,259
0%
-
-
WESTBANK 1 R/P, 2,3,5
1,248
0%
-
-
BENNETT EST. & TANGLEBRIAR
1,223
0%
-
-
FOSTER PLACE
1,218
0%
-
-
BELLFORT PARK (S/O NBHD 8421)
1,209
0%
-
-
ELMWOOD/PEMBROOK PLACE
1,207
0%
-
-
COLES CROSSING 3,8,24
1,193
0%
-
-
INWOOD TERRACE/EDGEWOOD TERRACE
1,180
0%
-
-
GREEN RIDGE NORTH
1,169
0%
-
-
SOMMERALL 1,2,3,4
1,166
0%
-
-
SOUTH HOUSTON
1,157
0%
-
-
INDUSTRIAL ADD`N AREA
1,135
0%
-
-
SOUTHCREST
1,094
0%
-
-
SAGEMEADOW SEC 1-5
1,093
0%
-
-
MONTROSE FAIRGROUNDS 3RD-ROWTH
1,088
0%
-
-
EDGEWOOD
1,079
0%
-
-
MAGNOLIA PARK / GARZA
1,075
0%
-
-
CYPRESS MEADOWS
1,072
0%
-
-
NEWPORT #3,5,6,11
1,066
0%
-
-
SCARSDALE SEC 1-3
1,066
0%
-
-
BEAR CREEK MEADOWS SEC 1,3,4
1,057
0%
-
-
CHERRY HURST-ROW T/HS
1,052
0%
-
-
KENSWICK SEC 1 R/P 2,3,5 R/P
1,040
0%
-
-
BRAES HEIGHTS
1,038
0%
-
-
MAPLEWOOD SOUTH #2-5
1,030
0%
-
-
HYDE PARK MAIN 6-ROW T/H
1,025
0%
-
-
A C ALLEN AND OTHERS
1,015
0%
-
-
SAGEMONT SEC 7-10
1,012
0%
-
-
SCENIC WOODS PT #1 (5206)
1,011
0%
-
-
GLOVERDALE/OTHERS
994
0%
-
-
UNIVERSAL CITY/CLINTON/G. OAKS
979
0%
-
-
SHARPSTOWN C.C. TERR. #3
961
0%
-
-
MIXED COM/RES
956
0%
-
-
FOREST BEND #1-6
955
0%
-
-
NORTHCLIFFE MANOR #1,2 R/P 3-6
951
0%
-
-
HARVEST BEND 1-3,PAR R/P,4 R/P
945
0%
-
-
HEATHERGLEN
942
0%
-
-
CAMINO SOUTH #3,4
935
0%
-
-
KIRKWOOD PARK/SAGEMONT PARK
934
0%
-
-
CANYON LAKES @ STONEGATE 1-3,5,6,8,12
931
0%
-
-
HIGH MEADOWS PT. #6-8,10
883,615
92%
-
-
(Other)
market_area_1_dscr
MISSING:
---
TOP CATEGORIES
tot_appr_val
(avg)
ISD 17 - Klein ISD
70,367
7%
210k
ISD 21 - Pasadena ISD
49,783
5%
117k
ISD 04 - Far Northwest, Outside Hwy 6
47,462
5%
236k
1C South of Old Spanish Trail btwn SH 288 and I-45
39,824
4%
80k
ISD 04 - Far West, South of US 290/North of FM 529
34,111
4%
227k
ISD 08 - Alief General
33,265
3%
131k
ISD 19 - North of I-10 Katy Freeway
32,427
3%
166k
ISD 04 - Southwest, Outside Hwy 6, South of FM 529
28,070
3%
144k
ISD 27 - West of NASA Parkway (I-45 Area)
27,589
3%
220k
ISD 18 - Outside Airport Tiers, Atascocita Area
26,675
3%
232k
ISD 09 - Outside Airport Tiers, West of I-45
23,975
3%
97k
1E Liberty/Kashmere/Houston/Croyden Gardens Areas
22,409
2%
67k
ISD 26 - Tomball ISD
19,379
2%
303k
ISD 24 - North of Cypress Creek
19,275
2%
131k
ISD 19 - South of I-10 Katy Freeway
19,238
2%
280k
ISD 09 - Airport Tiers Area
19,238
2%
109k
ISD 18 - Kingwood Area
18,784
2%
253k
(Other)
425,815
44%
274k
ALL
957,686
100%
219k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
market_area_1_dscr
PROVIDES INFORMATION ON...
school_dist
1.00
market_area_2_dscr
0.99
center_code
0.99
foundation_type
0.37
heating_ac
0.30
dscr
0.27
cost_and_design
0.22
grade_adjustment
0.20
custom_outdoor_kitchen_uts
0.18
story_height_index
0.17
foundation_repaired_grade
0.16
custom_outdoor_kitchen_grade
0.16
fireplace_metal_prefab
0.16
fireplace_masonry_firebrick
0.15

THESE FEATURES GIVE INFORMATION
ON market_area_1_dscr:
market_area_2_dscr
0.99
school_dist
0.64
center_code
0.62
grade_adjustment
0.10
dscr
0.07
exterior_wall
0.04
cost_and_design
0.04
story_height_index
0.03
cond_desir_util
0.03
foundation_type
0.03
heating_ac
0.03
fireplace_metal_prefab
0.03
fireplace_masonry_firebrick
0.02
room_half_bath
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
market_area_1_dscr
CORRELATION RATIO WITH...
land_val
0.83
prior_land_val
0.83
tot_appr_val
0.77
prior_tot_appr_val
0.76
date_erected
0.62
fixtures_total
0.60
eff_ar
0.58
heat_ar
0.58
im_sq_ft
0.58
bld_ar
0.58
gross_ar
0.57
act_ar
0.57
room_full_bath
0.56
perimeter
0.54
market_area_2_dscr
MISSING:
---
TOP CATEGORIES
tot_appr_val
(avg)
ISD 17 - Klein ISD
70,316
7%
210k
ISD 21 - Pasadena ISD
49,886
5%
117k
ISD 04 - Far Northwest, Outside Hwy 6
47,398
5%
236k
1C South of Old Spanish Trail btwn SH 288 and I-45
39,753
4%
80k
ISD 04 - Far West, South of US 290/North of FM 529
34,085
4%
227k
ISD 08 - Alief General
33,280
3%
131k
ISD 19 - North of I-10 Katy Freeway
32,271
3%
165k
ISD 04 - Southwest, Outside Hwy 6, South of FM 529
28,095
3%
144k
ISD 27 - West of NASA Parkway (I-45 Area)
27,564
3%
220k
ISD 18 - Outside Airport Tiers, Atascocita Area
27,068
3%
230k
ISD 09 - Outside Airport Tiers, West of I-45
23,970
3%
97k
1E Liberty/Kashmere/Houston/Croyden Gardens Areas
22,387
2%
67k
ISD 19 - South of I-10 Katy Freeway
19,364
2%
282k
ISD 26 - Tomball ISD
19,351
2%
303k
ISD 24 - North of Cypress Creek
19,232
2%
131k
ISD 18 - Kingwood Area
18,767
2%
253k
1B South of US 90, West of SH 288
18,579
2%
97k
(Other)
426,320
45%
274k
ALL
957,686
100%
219k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
market_area_2_dscr
PROVIDES INFORMATION ON...
school_dist
1.00
market_area_1_dscr
0.99
center_code
0.99
foundation_type
0.37
heating_ac
0.30
dscr
0.27
cost_and_design
0.22
grade_adjustment
0.20
custom_outdoor_kitchen_uts
0.18
story_height_index
0.17
foundation_repaired_grade
0.16
custom_outdoor_kitchen_grade
0.16
fireplace_metal_prefab
0.16
fireplace_masonry_firebrick
0.15

THESE FEATURES GIVE INFORMATION
ON market_area_2_dscr:
market_area_1_dscr
0.99
school_dist
0.64
center_code
0.62
grade_adjustment
0.10
dscr
0.07
exterior_wall
0.04
cost_and_design
0.04
story_height_index
0.03
cond_desir_util
0.03
foundation_type
0.03
heating_ac
0.03
fireplace_metal_prefab
0.03
fireplace_masonry_firebrick
0.02
room_half_bath
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
market_area_2_dscr
CORRELATION RATIO WITH...
land_val
0.82
prior_land_val
0.82
tot_appr_val
0.76
prior_tot_appr_val
0.76
date_erected
0.62
fixtures_total
0.60
eff_ar
0.58
heat_ar
0.58
im_sq_ft
0.58
bld_ar
0.58
gross_ar
0.57
act_ar
0.57
room_full_bath
0.56
perimeter
0.54
center_code
MISSING:
378
(0%)
TOP CATEGORIES
tot_appr_val
(avg)
10
148,162
15%
204k
61
118,329
12%
85k
50
99,012
10%
163k
72
92,252
10%
228k
20
92,175
10%
117k
90
85,802
9%
186k
40
78,668
8%
119k
60
65,816
7%
384k
30
58,467
6%
218k
80
35,301
4%
567k
70
32,177
3%
632k
71
29,435
3%
446k
81
20,504
2%
220k
32
1,092
0%
259k
33
50
0%
273k
CC
16
0%
375k
27
15
0%
250k
(Other)
35
0%
217k
ALL
957,308
100%
219k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
center_code
PROVIDES INFORMATION ON...
school_dist
0.81
market_area_1_dscr
0.62
market_area_2_dscr
0.62
foundation_type
0.25
heating_ac
0.23
cost_and_design
0.15
dscr
0.14
fireplace_metal_prefab
0.12
story_height_index
0.11
foundation_repaired_grade
0.10
grade_adjustment
0.10
custom_outdoor_kitchen_uts
0.09
custom_outdoor_kitchen_grade
0.08
exterior_wall
0.08

THESE FEATURES GIVE INFORMATION
ON center_code:
market_area_1_dscr
0.99
market_area_2_dscr
0.99
school_dist
0.83
grade_adjustment
0.08
dscr
0.06
exterior_wall
0.05
cost_and_design
0.04
heating_ac
0.04
story_height_index
0.04
fireplace_metal_prefab
0.03
foundation_type
0.03
cond_desir_util
0.03
physical_condition
0.02
room_half_bath
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
center_code
CORRELATION RATIO WITH...
land_val
0.54
prior_land_val
0.54
date_erected
0.54
tot_appr_val
0.48
prior_tot_appr_val
0.47
fixtures_total
0.46
room_full_bath
0.44
eff_ar
0.41
gross_ar
0.41
act_ar
0.41
heat_ar
0.41
im_sq_ft
0.41
bld_ar
0.40
fixtures_addl
0.40
bld_ar
MISSING:
3
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
heat_ar
1.00
im_sq_ft
0.99
eff_ar
0.99
gross_ar
0.96
act_ar
0.96
perimeter
0.90
fixtures_total
0.85
room_total
0.79
room_full_bath
0.77
base_area_upr
0.76
tot_appr_val
0.71
prior_tot_appr_val
0.71
fixtures_addl
0.70
room_bedroom
0.67

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
grade_adjustment
0.81
dscr
0.76
story_height_index
0.58
market_area_1_dscr
0.58
market_area_2_dscr
0.58
room_half_bath
0.57
exterior_wall
0.42
gunite_pool_grade
0.41
center_code
0.40
school_dist
0.35
fireplace_metal_prefab
0.33
heating_ac
0.32
pool_spa_with_heater_grade
0.32
fireplace_masonry_firebrick
0.31
MOST FREQUENT VALUES
1560.0
1,704
0.2%
1440.0
1,613
0.2%
1200.0
1,479
0.2%
1520.0
1,455
0.2%
1008.0
1,434
0.1%
1500.0
1,433
0.1%
1488.0
1,403
0.1%
1400.0
1,349
0.1%
1680.0
1,202
0.1%
1152.0
1,198
0.1%
1600.0
1,193
0.1%
1176.0
1,179
0.1%
960.0
1,168
0.1%
1540.0
1,162
0.1%
1620.0
1,161
0.1%
SMALLEST VALUES
120.0
1
0.0%
144.0
1
0.0%
160.0
1
0.0%
192.0
1
0.0%
200.0
2
0.0%
210.0
1
0.0%
216.0
1
0.0%
224.0
1
0.0%
228.0
1
0.0%
240.0
3
0.0%
250.0
1
0.0%
252.0
2
0.0%
260.0
1
0.0%
264.0
4
0.0%
266.0
1
0.0%
LARGEST VALUES
26401.0
1
0.0%
23562.0
1
0.0%
23526.0
1
0.0%
21104.0
1
0.0%
20513.0
1
0.0%
20157.0
1
0.0%
19465.0
1
0.0%
18432.0
1
0.0%
18198.0
1
0.0%
18040.0
1
0.0%
17404.0
1
0.0%
17331.0
1
0.0%
16904.0
1
0.0%
16616.0
1
0.0%
16347.0
1
0.0%
land_ar
MISSING:
1,032
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
acreage
1.00
carport_residential_grade
-0.08
metal_utility_shed_grade
-0.04
frame_detached_garage_uts
0.00
canopy_residential_grade
0.00
frame_detached_garage_grade
-0.00
open_mas_porch_pri
0.00
base_area_pri
0.00
zip_code
0.00
mas_brk_garage_pri
0.00
fixtures_addl
0.00
frame_utility_shed_grade
-0.00
foundation_repaired_uts
0.00
gross_ar
0.00

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
market_area_2_dscr
0.01
market_area_1_dscr
0.01
school_dist
0.01
cost_and_design
0.00
center_code
0.00
grade_adjustment
0.00
dscr
0.00
foundation_repaired_grade
0.00
heating_ac
0.00
story_height_index
0.00
fireplace_metal_prefab
0.00
exterior_wall
0.00
room_half_bath
0.00
fireplace_masonry_firebrick
0.00
MOST FREQUENT VALUES
5000.0
22,875
2.4%
6600.0
21,202
2.2%
6300.0
14,430
1.5%
7200.0
12,293
1.3%
5500.0
10,702
1.1%
8400.0
9,915
1.0%
7150.0
9,481
1.0%
7800.0
9,301
1.0%
6000.0
9,261
1.0%
6900.0
9,164
1.0%
7475.0
7,032
0.7%
7500.0
6,050
0.6%
9600.0
5,893
0.6%
9000.0
5,494
0.6%
5250.0
5,152
0.5%
SMALLEST VALUES
351.0
1
0.0%
425.0
1
0.0%
500.0
1
0.0%
525.0
1
0.0%
578.0
1
0.0%
600.0
3
0.0%
653.0
1
0.0%
658.0
1
0.0%
662.0
2
0.0%
667.0
2
0.0%
672.0
1
0.0%
677.0
1
0.0%
678.0
1
0.0%
679.0
1
0.0%
680.0
3
0.0%
LARGEST VALUES
4544440560.0
1
0.0%
948758580.0
2
0.0%
2033071.0
1
0.0%
1928401.0
1
0.0%
1668626.0
1
0.0%
1651956.0
1
0.0%
1286784.0
1
0.0%
1240675.0
1
0.0%
1206612.0
1
0.0%
1170021.0
1
0.0%
1136084.0
1
0.0%
1128190.0
1
0.0%
1023781.0
1
0.0%
992732.0
1
0.0%
972128.0
1
0.0%
acreage
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
land_ar
1.00
carport_residential_grade
-0.08
metal_utility_shed_grade
-0.04
frame_detached_garage_uts
0.00
canopy_residential_grade
0.00
frame_detached_garage_grade
-0.00
open_mas_porch_pri
0.00
base_area_pri
0.00
zip_code
0.00
mas_brk_garage_pri
0.00
fixtures_addl
0.00
frame_utility_shed_grade
-0.00
foundation_repaired_uts
0.00
gross_ar
0.00

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
market_area_2_dscr
0.01
market_area_1_dscr
0.01
school_dist
0.01
cost_and_design
0.00
center_code
0.00
grade_adjustment
0.00
dscr
0.00
foundation_repaired_grade
0.00
heating_ac
0.00
story_height_index
0.00
fireplace_metal_prefab
0.00
exterior_wall
0.00
room_half_bath
0.00
fireplace_masonry_firebrick
0.00
MOST FREQUENT VALUES
0.1148
22,905
2.4%
0.1515
20,574
2.1%
0.1446
13,798
1.4%
0.1653
11,317
1.2%
0.1263
9,911
1.0%
0.1584
9,502
1.0%
0.1641
8,696
0.9%
0.1791
7,800
0.8%
0.1928
7,344
0.8%
0.1377
7,222
0.8%
0.1716
7,177
0.7%
0.1722
6,007
0.6%
0.1205
5,337
0.6%
0.2066
5,250
0.5%
0.2204
5,237
0.5%
SMALLEST VALUES
0.0
1,025
0.1%
0.0001
6
0.0%
0.0021
1
0.0%
0.0081
1
0.0%
0.0098
1
0.0%
0.0115
1
0.0%
0.0121
1
0.0%
0.0133
1
0.0%
0.0138
3
0.0%
0.015
1
0.0%
0.0151
1
0.0%
0.0152
2
0.0%
0.0153
2
0.0%
0.0154
1
0.0%
0.0155
1
0.0%
LARGEST VALUES
104326.0
1
0.0%
21780.5
2
0.0%
46.6729
1
0.0%
44.27
1
0.0%
38.3064
1
0.0%
37.9237
1
0.0%
29.5405
1
0.0%
28.482
1
0.0%
27.7
1
0.0%
26.86
1
0.0%
26.0809
1
0.0%
25.8997
1
0.0%
23.5028
1
0.0%
22.79
1
0.0%
22.317
1
0.0%
land_val
MISSING:
4
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
prior_land_val
1.00
tot_appr_val
0.87
prior_tot_appr_val
0.87
bld_ar
0.44
heat_ar
0.44
im_sq_ft
0.44
eff_ar
0.44
act_ar
0.44
gross_ar
0.44
room_full_bath
0.35
perimeter
0.35
fixtures_total
0.34
base_area_pri
0.29
room_total
0.27

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
market_area_1_dscr
0.83
market_area_2_dscr
0.82
center_code
0.54
grade_adjustment
0.54
dscr
0.51
school_dist
0.45
cost_and_design
0.44
fireplace_masonry_firebrick
0.37
room_half_bath
0.29
gunite_pool_grade
0.27
cond_desir_util
0.24
exterior_wall
0.23
fireplace_metal_prefab
0.20
physical_condition
0.20
MOST FREQUENT VALUES
15000.0
2,375
0.2%
19800.0
1,754
0.2%
22500.0
1,680
0.2%
25000.0
1,569
0.2%
21450.0
1,330
0.1%
22050.0
1,250
0.1%
21000.0
1,217
0.1%
17500.0
1,125
0.1%
18900.0
1,114
0.1%
18000.0
1,003
0.1%
20000.0
985
0.1%
396000.0
943
0.1%
25200.0
916
0.1%
14850.0
914
0.1%
13750.0
883
0.1%
SMALLEST VALUES
0.0
238
0.0%
3.0
2
0.0%
4.0
1
0.0%
10.0
1
0.0%
12.0
1
0.0%
13.0
1
0.0%
17.0
3
0.0%
18.0
1
0.0%
39.0
1
0.0%
73.0
1
0.0%
81.0
1
0.0%
90.0
1
0.0%
93.0
1
0.0%
100.0
30
0.0%
103.0
2
0.0%
LARGEST VALUES
14598650.0
1
0.0%
12186500.0
1
0.0%
11196510.0
1
0.0%
9544603.0
1
0.0%
9437122.0
1
0.0%
9427064.0
1
0.0%
9417030.0
1
0.0%
9412069.0
1
0.0%
8670840.0
1
0.0%
8566449.0
1
0.0%
8362380.0
1
0.0%
8309555.0
1
0.0%
8264800.0
1
0.0%
8172501.0
1
0.0%
7480772.0
1
0.0%
prior_land_val
MISSING:
1,666
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
land_val
1.00
tot_appr_val
0.88
prior_tot_appr_val
0.87
bld_ar
0.44
heat_ar
0.44
im_sq_ft
0.44
eff_ar
0.44
act_ar
0.44
gross_ar
0.44
room_full_bath
0.35
perimeter
0.35
fixtures_total
0.34
base_area_pri
0.29
room_total
0.28

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
market_area_1_dscr
0.83
market_area_2_dscr
0.82
center_code
0.54
grade_adjustment
0.54
dscr
0.51
school_dist
0.45
cost_and_design
0.44
fireplace_masonry_firebrick
0.37
room_half_bath
0.30
gunite_pool_grade
0.27
cond_desir_util
0.24
exterior_wall
0.23
physical_condition
0.20
fireplace_metal_prefab
0.20
MOST FREQUENT VALUES
15000.0
2,541
0.3%
25000.0
2,147
0.2%
19800.0
1,853
0.2%
22500.0
1,652
0.2%
21000.0
1,473
0.2%
24750.0
1,448
0.2%
21450.0
1,422
0.1%
12500.0
1,391
0.1%
23625.0
1,209
0.1%
17500.0
1,180
0.1%
330000.0
1,171
0.1%
27500.0
1,109
0.1%
14850.0
1,003
0.1%
17820.0
955
0.1%
23075.0
938
0.1%
SMALLEST VALUES
0.0
223
0.0%
1.0
1
0.0%
3.0
1
0.0%
4.0
1
0.0%
7.0
1
0.0%
13.0
2
0.0%
21.0
1
0.0%
43.0
1
0.0%
80.0
1
0.0%
86.0
1
0.0%
98.0
1
0.0%
100.0
9
0.0%
102.0
1
0.0%
113.0
1
0.0%
177.0
1
0.0%
LARGEST VALUES
14598650.0
1
0.0%
11196510.0
1
0.0%
10967253.0
1
0.0%
9866340.0
1
0.0%
9544603.0
1
0.0%
9427064.0
1
0.0%
9417030.0
1
0.0%
8670840.0
1
0.0%
8566449.0
1
0.0%
8362380.0
1
0.0%
8309555.0
1
0.0%
8264900.0
1
0.0%
8172501.0
1
0.0%
7529655.0
1
0.0%
7274247.0
1
0.0%
prior_tot_appr_val
MISSING:
1,666
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
tot_appr_val
0.99
prior_land_val
0.87
land_val
0.87
eff_ar
0.71
bld_ar
0.71
heat_ar
0.71
im_sq_ft
0.70
gross_ar
0.70
act_ar
0.70
fixtures_total
0.62
perimeter
0.62
room_full_bath
0.59
fixtures_addl
0.51
base_area_upr
0.50

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
grade_adjustment
0.79
market_area_1_dscr
0.76
market_area_2_dscr
0.76
dscr
0.74
center_code
0.47
room_half_bath
0.44
cost_and_design
0.42
gunite_pool_grade
0.40
exterior_wall
0.39
fireplace_masonry_firebrick
0.38
school_dist
0.34
story_height_index
0.32
fireplace_metal_prefab
0.32
pool_spa_with_heater_grade
0.30
MOST FREQUENT VALUES
110000.0
990
0.1%
120000.0
844
0.1%
100000.0
823
0.1%
121000.0
799
0.1%
165000.0
769
0.1%
130000.0
765
0.1%
150000.0
740
0.1%
140000.0
713
0.1%
80000.0
710
0.1%
90000.0
709
0.1%
125000.0
681
0.1%
135000.0
643
0.1%
85000.0
635
0.1%
95000.0
606
0.1%
160000.0
605
0.1%
SMALLEST VALUES
0.0
30
0.0%
85.0
1
0.0%
87.0
1
0.0%
100.0
1
0.0%
253.0
1
0.0%
1000.0
1
0.0%
1066.0
1
0.0%
1720.0
1
0.0%
2076.0
1
0.0%
2449.0
1
0.0%
2491.0
1
0.0%
2493.0
1
0.0%
2500.0
1
0.0%
2504.0
1
0.0%
2520.0
3
0.0%
LARGEST VALUES
15697108.0
1
0.0%
15194153.0
1
0.0%
13470019.0
1
0.0%
12698589.0
1
0.0%
12227767.0
1
0.0%
11847762.0
1
0.0%
11628342.0
1
0.0%
11415856.0
1
0.0%
11027168.0
1
0.0%
10807797.0
1
0.0%
10381800.0
1
0.0%
10194545.0
1
0.0%
10152687.0
1
0.0%
10000000.0
1
0.0%
9762731.0
1
0.0%
new_own_dt
MISSING:
9
(0%)
60,251
6%
-
-
1988-01-02 00:00:00
2,302
0%
-
-
1988-01-01 00:00:00
1,461
0%
-
-
2004-01-01 00:00:00
1,438
0%
-
-
2003-01-01 00:00:00
1,057
0%
-
-
2015-01-01 00:00:00
1,005
0%
-
-
2001-01-01 00:00:00
976
0%
-
-
2000-01-01 00:00:00
974
0%
-
-
2014-12-19 00:00:00
960
0%
-
-
2002-01-01 00:00:00
854
0%
-
-
2016-10-25 00:00:00
789
0%
-
-
2014-01-01 00:00:00
777
0%
-
-
2016-01-01 00:00:00
771
0%
-
-
2014-06-30 00:00:00
758
0%
-
-
2016-09-26 00:00:00
743
0%
-
-
1999-01-01 00:00:00
691
0%
-
-
2014-05-30 00:00:00
685
0%
-
-
2014-09-30 00:00:00
672
0%
-
-
2015-05-29 00:00:00
670
0%
-
-
2014-11-25 00:00:00
647
0%
-
-
2015-06-30 00:00:00
636
0%
-
-
2015-04-30 00:00:00
619
0%
-
-
2015-02-27 00:00:00
615
0%
-
-
2013-07-31 00:00:00
607
0%
-
-
2013-06-28 00:00:00
601
0%
-
-
2015-09-30 00:00:00
599
0%
-
-
2015-07-31 00:00:00
599
0%
-
-
2014-08-29 00:00:00
595
0%
-
-
2015-08-28 00:00:00
589
0%
-
-
2015-11-30 00:00:00
584
0%
-
-
2014-02-28 00:00:00
573
0%
-
-
2014-07-31 00:00:00
568
0%
-
-
2016-06-30 00:00:00
564
0%
-
-
2016-04-29 00:00:00
561
0%
-
-
2014-06-27 00:00:00
560
0%
-
-
2014-04-30 00:00:00
553
0%
-
-
2016-07-29 00:00:00
535
0%
-
-
2014-12-30 00:00:00
535
0%
-
-
2013-08-30 00:00:00
534
0%
-
-
2015-10-30 00:00:00
534
0%
-
-
2016-12-06 00:00:00
533
0%
-
-
2015-08-31 00:00:00
523
0%
-
-
2013-01-01 00:00:00
523
0%
-
-
2016-09-30 00:00:00
521
0%
-
-
2015-03-31 00:00:00
512
0%
-
-
2013-10-31 00:00:00
509
0%
-
-
2015-12-30 00:00:00
504
0%
-
-
2016-05-31 00:00:00
498
0%
-
-
2016-10-28 00:00:00
495
0%
-
-
2015-05-15 00:00:00
485
0%
-
-
2015-01-30 00:00:00
484
0%
-
-
2013-04-30 00:00:00
482
0%
-
-
2016-03-31 00:00:00
481
0%
-
-
2014-03-28 00:00:00
479
0%
-
-
2014-08-28 00:00:00
477
0%
-
-
2013-05-31 00:00:00
477
0%
-
-
2015-06-26 00:00:00
476
0%
-
-
2016-12-30 00:00:00
473
0%
-
-
2016-07-15 00:00:00
472
0%
-
-
2016-02-29 00:00:00
470
0%
-
-
2006-04-28 00:00:00
857,761
90%
-
-
(Other)
basic_outdoor_kitchen_uts
MISSING:
527,989
(55%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
canopy_residential_grade
-0.06
yr_remodel
0.04
frame_utility_shed_grade
-0.03
gross_ar
0.02
act_ar
0.02
eff_ar
0.02
frame_detached_garage_grade
-0.02
open_mas_porch_pri
0.02
perimeter
0.02
heat_ar
0.02
bld_ar
0.02
im_sq_ft
0.02
fixtures_total
0.02
room_full_bath
0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
basic_outdoor_kitchen_grade
0.25
grade_adjustment
0.02
dscr
0.02
pool_spa_with_heater_grade
0.02
gunite_pool_grade
0.02
market_area_1_dscr
0.01
market_area_2_dscr
0.01
exterior_wall
0.01
fireplace_metal_prefab
0.01
room_half_bath
0.01
cost_and_design
0.01
story_height_index
0.01
brick_or_stone_detached_garage_grade
0.01
school_dist
0.01
MOST FREQUENT VALUES
0.0
427,394
99.5%
1.0
2,257
0.5%
2.0
10
0.0%
4.0
5
0.0%
6.0
4
0.0%
5.0
4
0.0%
7.0
3
0.0%
9.0
3
0.0%
3.0
3
0.0%
10.0
2
0.0%
4.5
2
0.0%
12.0
2
0.0%
13.0
1
0.0%
3.5
1
0.0%
11.0
1
0.0%
SMALLEST VALUES
0.0
427,394
99.5%
1.0
2,257
0.5%
2.0
10
0.0%
2.5
1
0.0%
3.0
3
0.0%
3.5
1
0.0%
4.0
5
0.0%
4.5
2
0.0%
5.0
4
0.0%
6.0
4
0.0%
7.0
3
0.0%
7.5
1
0.0%
9.0
3
0.0%
10.0
2
0.0%
11.0
1
0.0%
LARGEST VALUES
256.0
1
0.0%
192.0
1
0.0%
18.0
1
0.0%
13.0
1
0.0%
12.0
2
0.0%
11.0
1
0.0%
10.0
2
0.0%
9.0
3
0.0%
7.5
1
0.0%
7.0
3
0.0%
6.0
4
0.0%
5.0
4
0.0%
4.5
2
0.0%
4.0
5
0.0%
3.5
1
0.0%
brick_or_stone_detached_garage_uts
MISSING:
527,989
(55%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
frame_detached_garage_uts
-0.12
open_mas_porch_pri
0.10
heat_ar
0.10
bld_ar
0.10
im_sq_ft
0.10
base_area_pri
0.09
fixtures_total
0.09
eff_ar
0.09
date_erected
0.09
room_full_bath
0.08
fixtures_addl
0.08
carport_residential_grade
-0.08
gross_ar
0.08
mas_brk_garage_pri
-0.08

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
brick_or_stone_detached_garage_grade
0.93
market_area_2_dscr
0.08
market_area_1_dscr
0.08
fireplace_masonry_firebrick
0.08
grade_adjustment
0.07
dscr
0.07
gunite_pool_grade
0.06
school_dist
0.06
room_half_bath
0.05
exterior_wall
0.05
center_code
0.04
pool_spa_with_heater_grade
0.04
cond_desir_util
0.04
heating_ac
0.03
MOST FREQUENT VALUES
0.0
415,954
96.8%
506.0
1,601
0.4%
462.0
973
0.2%
484.0
868
0.2%
528.0
535
0.1%
483.0
388
0.1%
440.0
363
0.1%
704.0
342
0.1%
480.0
332
0.1%
529.0
281
0.1%
550.0
271
0.1%
504.0
267
0.1%
400.0
251
0.1%
576.0
243
0.1%
572.0
242
0.1%
SMALLEST VALUES
0.0
415,954
96.8%
100.0
1
0.0%
140.0
1
0.0%
150.0
6
0.0%
160.0
2
0.0%
162.0
1
0.0%
165.0
1
0.0%
168.0
1
0.0%
170.0
1
0.0%
176.0
2
0.0%
180.0
6
0.0%
192.0
5
0.0%
200.0
2
0.0%
204.0
1
0.0%
208.0
1
0.0%
LARGEST VALUES
11086.0
1
0.0%
6288.0
1
0.0%
6000.0
1
0.0%
4560.0
1
0.0%
3840.0
1
0.0%
3600.0
1
0.0%
3462.0
1
0.0%
3301.0
1
0.0%
2960.0
1
0.0%
2880.0
1
0.0%
2820.0
1
0.0%
2784.0
1
0.0%
2756.0
1
0.0%
2750.0
1
0.0%
2720.0
1
0.0%
canopy_residential_uts
MISSING:
527,989
(55%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
mas_conc_patio_pri
0.13
base_area_upr
-0.13
frame_detached_garage_uts
-0.13
room_total
-0.12
im_sq_ft
-0.12
heat_ar
-0.12
fixtures_total
-0.12
fixtures_addl
-0.12
bld_ar
-0.12
mas_brk_garage_pri
0.11
perimeter
-0.11
eff_ar
-0.10
room_rec
-0.10
tot_appr_val
-0.09

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
market_area_1_dscr
0.15
market_area_2_dscr
0.15
school_dist
0.12
grade_adjustment
0.10
story_height_index
0.10
center_code
0.10
exterior_wall
0.09
dscr
0.09
room_half_bath
0.07
fireplace_metal_prefab
0.05
cond_desir_util
0.04
cost_and_design
0.04
heating_ac
0.03
physical_condition
0.03
MOST FREQUENT VALUES
0.0
348,989
81.2%
200.0
4,347
1.0%
240.0
3,845
0.9%
120.0
2,794
0.7%
144.0
2,338
0.5%
180.0
2,302
0.5%
160.0
2,214
0.5%
400.0
1,835
0.4%
192.0
1,812
0.4%
100.0
1,706
0.4%
300.0
1,627
0.4%
216.0
1,463
0.3%
288.0
1,459
0.3%
168.0
1,431
0.3%
140.0
1,422
0.3%
SMALLEST VALUES
0.0
348,989
81.2%
1.0
1
0.0%
8.0
1
0.0%
10.0
1
0.0%
11.0
1
0.0%
12.0
1
0.0%
15.0
1
0.0%
16.0
1
0.0%
18.0
1
0.0%
20.0
6
0.0%
21.0
2
0.0%
22.0
1
0.0%
24.0
8
0.0%
25.0
4
0.0%
26.0
1
0.0%
LARGEST VALUES
15450.0
1
0.0%
10294.0
1
0.0%
9152.0
1
0.0%
9000.0
1
0.0%
7128.0
1
0.0%
6300.0
1
0.0%
6200.0
1
0.0%
6161.0
1
0.0%
6020.0
1
0.0%
5920.0
1
0.0%
5301.0
1
0.0%
5260.0
1
0.0%
5252.0
1
0.0%
5128.0
1
0.0%
5096.0
1
0.0%
carport_residential_uts
MISSING:
527,989
(55%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
date_erected
-0.26
fixtures_total
-0.24
room_full_bath
-0.24
room_total
-0.22
perimeter
-0.22
im_sq_ft
-0.21
heat_ar
-0.21
eff_ar
-0.21
act_ar
-0.20
gross_ar
-0.20
room_bedroom
-0.20
bld_ar
-0.20
fixtures_addl
-0.20
base_area_upr
-0.19

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
market_area_2_dscr
0.26
market_area_1_dscr
0.26
grade_adjustment
0.24
center_code
0.22
exterior_wall
0.19
school_dist
0.19
dscr
0.18
heating_ac
0.17
foundation_type
0.15
story_height_index
0.15
fireplace_metal_prefab
0.13
cond_desir_util
0.13
room_half_bath
0.09
physical_condition
0.08
MOST FREQUENT VALUES
0.0
356,649
83.0%
400.0
12,715
3.0%
240.0
3,579
0.8%
360.0
3,458
0.8%
480.0
3,051
0.7%
440.0
2,942
0.7%
200.0
2,797
0.7%
600.0
1,370
0.3%
320.0
1,355
0.3%
280.0
1,289
0.3%
420.0
1,284
0.3%
216.0
1,171
0.3%
324.0
1,168
0.3%
180.0
1,025
0.2%
288.0
965
0.2%
SMALLEST VALUES
0.0
356,649
83.0%
19.0
1
0.0%
26.0
1
0.0%
40.0
2
0.0%
60.0
2
0.0%
64.0
1
0.0%
66.0
1
0.0%
70.0
1
0.0%
72.0
3
0.0%
77.0
1
0.0%
80.0
4
0.0%
84.0
1
0.0%
88.0
1
0.0%
90.0
1
0.0%
96.0
11
0.0%
LARGEST VALUES
19000.0
1
0.0%
9360.0
1
0.0%
8800.0
1
0.0%
7527.0
1
0.0%
6720.0
1
0.0%
5417.0
1
0.0%
5400.0
1
0.0%
5380.0
1
0.0%
5320.0
1
0.0%
5050.0
1
0.0%
4904.0
1
0.0%
4200.0
1
0.0%
4100.0
1
0.0%
4000.0
1
0.0%
3911.0
1
0.0%
cracked_slab_uts
MISSING:
527,989
(55%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
date_erected
-0.10
fixtures_addl
-0.09
yr_remodel
-0.08
base_area_upr
-0.08
fixtures_total
-0.08
canopy_residential_grade
0.06
gunite_pool_uts
-0.06
room_full_bath
-0.06
frame_detached_garage_uts
-0.06
room_total
-0.05
perimeter
-0.05
bld_ar
-0.05
heat_ar
-0.05
im_sq_ft
-0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
cracked_slab_grade
0.94
market_area_2_dscr
0.14
market_area_1_dscr
0.14
school_dist
0.11
center_code
0.10
cond_desir_util
0.10
physical_condition
0.10
exterior_wall
0.07
story_height_index
0.07
fireplace_metal_prefab
0.07
cost_and_design
0.07
heating_ac
0.05
grade_adjustment
0.04
foundation_type
0.04
MOST FREQUENT VALUES
0.0
413,577
96.2%
1008.0
54
0.0%
1000.0
46
0.0%
936.0
39
0.0%
800.0
38
0.0%
1080.0
36
0.0%
1208.0
34
0.0%
1296.0
34
0.0%
1240.0
33
0.0%
1224.0
33
0.0%
1100.0
33
0.0%
1260.0
33
0.0%
1200.0
32
0.0%
1500.0
32
0.0%
780.0
31
0.0%
SMALLEST VALUES
0.0
413,577
96.2%
1.0
6
0.0%
192.0
1
0.0%
237.0
1
0.0%
253.0
1
0.0%
320.0
1
0.0%
324.0
1
0.0%
379.0
1
0.0%
380.0
1
0.0%
385.0
1
0.0%
412.0
1
0.0%
440.0
1
0.0%
445.0
1
0.0%
450.0
1
0.0%
490.0
1
0.0%
LARGEST VALUES
9153.0
1
0.0%
8191.0
1
0.0%
7625.0
1
0.0%
6929.0
1
0.0%
6836.0
1
0.0%
6693.0
1
0.0%
6133.0
1
0.0%
5696.0
1
0.0%
5258.0
1
0.0%
5169.0
1
0.0%
5132.0
1
0.0%
5015.0
1
0.0%
4814.0
1
0.0%
4798.0
1
0.0%
4796.0
1
0.0%
custom_outdoor_kitchen_uts
MISSING:
527,989
(55%)
TOP CATEGORIES
tot_appr_val
(avg)
0.0
425,403
99%
0.2M
1.0
4,264
1%
1.3M
2.0
17
0%
2.0M
3.0
8
0%
3.4M
1.5
2
0%
0.5M
1.75
1
0%
1.7M
5.0
1
0%
2.0M
2.5
1
0%
0.5M
ALL
429,697
100%
0.2M
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
custom_outdoor_kitchen_uts
PROVIDES INFORMATION ON...
custom_outdoor_kitchen_grade
0.84
pool_spa_with_heater_grade
0.03
gunite_pool_grade
0.02
dscr
0.01
room_half_bath
0.01
grade_adjustment
0.01
fireplace_metal_prefab
0.00
cost_and_design
0.00
exterior_wall
0.00
story_height_index
0.00
residential_other_gross_value_grade
0.00
frame_detached_garage_w_living_area_abov_grade
0.00
fireplace_masonry_firebrick
0.00
market_area_1_dscr
0.00

THESE FEATURES GIVE INFORMATION
ON custom_outdoor_kitchen_uts:
custom_outdoor_kitchen_grade
0.99
grade_adjustment
0.36
dscr
0.33
gunite_pool_grade
0.22
pool_spa_with_heater_grade
0.21
market_area_1_dscr
0.18
market_area_2_dscr
0.18
exterior_wall
0.17
room_half_bath
0.14
fireplace_metal_prefab
0.11
cost_and_design
0.09
center_code
0.09
story_height_index
0.09
school_dist
0.07

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
custom_outdoor_kitchen_uts
CORRELATION RATIO WITH...
tot_appr_val
0.27
prior_tot_appr_val
0.26
gross_ar
0.23
act_ar
0.23
eff_ar
0.22
bld_ar
0.21
heat_ar
0.21
im_sq_ft
0.21
fixtures_total
0.19
perimeter
0.18
room_full_bath
0.18
open_mas_porch_pri
0.17
pool_spa_with_heater_uts
0.17
prior_land_val
0.16
foundation_repaired_uts
MISSING:
527,989
(55%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
base_area_pri
0.09
date_erected
-0.09
base_area_upr
-0.08
fixtures_addl
-0.07
prior_land_val
0.06
land_val
0.06
yr_remodel
0.06
zip_code
-0.05
canopy_residential_grade
0.05
gunite_pool_uts
-0.04
mas_conc_patio_pri
0.04
fixtures_total
-0.04
pool_spa_with_heater_uts
-0.04
mas_brk_garage_pri
0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
foundation_repaired_grade
0.95
market_area_2_dscr
0.22
market_area_1_dscr
0.22
center_code
0.16
cost_and_design
0.12
school_dist
0.11
physical_condition
0.09
cond_desir_util
0.08
fireplace_masonry_firebrick
0.07
fireplace_metal_prefab
0.07
story_height_index
0.07
exterior_wall
0.07
grade_adjustment
0.06
dscr
0.05
MOST FREQUENT VALUES
0.0
412,045
95.9%
1801.0
53
0.0%
1665.0
36
0.0%
1208.0
34
0.0%
1200.0
32
0.0%
1836.0
31
0.0%
1635.0
31
0.0%
2000.0
29
0.0%
1936.0
29
0.0%
1320.0
29
0.0%
1584.0
27
0.0%
1450.0
26
0.0%
1560.0
26
0.0%
1876.0
26
0.0%
1400.0
26
0.0%
SMALLEST VALUES
0.0
412,045
95.9%
1.0
6
0.0%
1.76
1
0.0%
4.0
1
0.0%
108.0
1
0.0%
160.0
1
0.0%
192.0
1
0.0%
240.0
1
0.0%
280.0
1
0.0%
351.0
1
0.0%
354.0
1
0.0%
360.0
1
0.0%
439.0
1
0.0%
468.0
1
0.0%
472.0
2
0.0%
LARGEST VALUES
8952.0
1
0.0%
7102.0
1
0.0%
7000.0
1
0.0%
6257.0
1
0.0%
6168.0
1
0.0%
5813.0
1
0.0%
5602.0
1
0.0%
5547.0
1
0.0%
5492.0
1
0.0%
5460.0
1
0.0%
5224.0
1
0.0%
5197.0
1
0.0%
5128.0
1
0.0%
5037.0
1
0.0%
4874.0
1
0.0%
frame_detached_garage_uts
MISSING:
527,989
(55%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
mas_brk_garage_pri
-0.45
frame_garage_pri
-0.19
room_total
0.18
frame_utility_shed_uts
-0.17
room_bedroom
0.15
frame_detached_garage_grade
-0.15
canopy_residential_uts
-0.13
one_story_mas_pri
0.13
brick_or_stone_detached_garage_uts
-0.12
im_sq_ft
0.12
heat_ar
0.12
bld_ar
0.12
carport_residential_uts
-0.12
base_area_upr
0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
fireplace_masonry_firebrick
0.30
grade_adjustment
0.27
dscr
0.26
market_area_2_dscr
0.25
market_area_1_dscr
0.24
cond_desir_util
0.18
gunite_pool_grade
0.15
exterior_wall
0.13
school_dist
0.12
fireplace_metal_prefab
0.11
story_height_index
0.11
cost_and_design
0.11
physical_condition
0.11
center_code
0.10
MOST FREQUENT VALUES
0.0
248,991
57.9%
462.0
44,245
10.3%
484.0
14,455
3.4%
400.0
12,249
2.9%
440.0
10,149
2.4%
528.0
6,242
1.5%
480.0
5,298
1.2%
483.0
5,062
1.2%
420.0
4,644
1.1%
506.0
4,245
1.0%
572.0
2,958
0.7%
651.0
2,840
0.7%
360.0
2,736
0.6%
660.0
2,557
0.6%
504.0
2,304
0.5%
SMALLEST VALUES
0.0
248,991
57.9%
18.0
1
0.0%
24.0
1
0.0%
100.0
2
0.0%
108.0
1
0.0%
120.0
7
0.0%
128.0
2
0.0%
130.0
1
0.0%
132.0
1
0.0%
140.0
3
0.0%
143.0
1
0.0%
144.0
4
0.0%
150.0
96
0.0%
153.0
2
0.0%
154.0
3
0.0%
LARGEST VALUES
10406.0
1
0.0%
4800.0
2
0.0%
4700.0
1
0.0%
4536.0
1
0.0%
4128.0
1
0.0%
4026.0
1
0.0%
3960.0
1
0.0%
3895.0
1
0.0%
3864.0
1
0.0%
3772.0
1
0.0%
3720.0
1
0.0%
3692.0
1
0.0%
3660.0
1
0.0%
3600.0
2
0.0%
3500.0
2
0.0%
frame_detached_garage_w_living_area_abov_uts
MISSING:
527,989
(55%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
tot_appr_val
0.12
prior_tot_appr_val
0.12
land_val
0.12
prior_land_val
0.11
fixtures_total
0.09
base_area_upr
0.09
room_full_bath
0.09
frame_detached_garage_uts
-0.09
fixtures_addl
0.08
heat_ar
0.08
im_sq_ft
0.08
bld_ar
0.08
mas_brk_garage_pri
-0.07
eff_ar
0.07

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
frame_detached_garage_w_living_area_abov_grade
0.94
market_area_1_dscr
0.15
market_area_2_dscr
0.15
cost_and_design
0.09
grade_adjustment
0.08
dscr
0.08
center_code
0.08
fireplace_masonry_firebrick
0.06
gunite_pool_grade
0.05
story_height_index
0.05
foundation_type
0.05
school_dist
0.05
room_half_bath
0.05
cond_desir_util
0.04
MOST FREQUENT VALUES
0.0
422,650
98.4%
462.0
601
0.1%
484.0
472
0.1%
528.0
350
0.1%
506.0
259
0.1%
440.0
242
0.1%
400.0
235
0.1%
572.0
188
0.0%
483.0
183
0.0%
480.0
182
0.0%
504.0
132
0.0%
576.0
127
0.0%
550.0
125
0.0%
660.0
125
0.0%
500.0
124
0.0%
SMALLEST VALUES
0.0
422,650
98.4%
176.0
1
0.0%
180.0
1
0.0%
190.0
1
0.0%
192.0
3
0.0%
200.0
7
0.0%
204.0
1
0.0%
210.0
1
0.0%
216.0
5
0.0%
220.0
3
0.0%
224.0
4
0.0%
228.0
3
0.0%
230.0
1
0.0%
231.0
1
0.0%
234.0
1
0.0%
LARGEST VALUES
2920.0
1
0.0%
2601.0
1
0.0%
2600.0
1
0.0%
2480.0
1
0.0%
2465.0
1
0.0%
2450.0
1
0.0%
2400.0
1
0.0%
2290.0
1
0.0%
2254.0
1
0.0%
2224.0
1
0.0%
2209.0
1
0.0%
2196.0
1
0.0%
2112.0
1
0.0%
2100.0
1
0.0%
2052.0
1
0.0%
frame_utility_shed_uts
MISSING:
527,989
(55%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
fixtures_total
-0.17
frame_detached_garage_uts
-0.17
room_total
-0.17
im_sq_ft
-0.16
heat_ar
-0.16
room_full_bath
-0.16
bld_ar
-0.15
perimeter
-0.15
fixtures_addl
-0.15
date_erected
-0.15
base_area_upr
-0.15
eff_ar
-0.15
room_bedroom
-0.14
act_ar
-0.13

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
market_area_2_dscr
0.19
market_area_1_dscr
0.18
grade_adjustment
0.17
school_dist
0.15
center_code
0.15
dscr
0.15
foundation_type
0.12
story_height_index
0.12
heating_ac
0.11
exterior_wall
0.11
cond_desir_util
0.10
fireplace_metal_prefab
0.09
room_half_bath
0.08
physical_condition
0.07
MOST FREQUENT VALUES
0.0
341,879
79.6%
120.0
12,621
2.9%
100.0
8,093
1.9%
144.0
5,084
1.2%
192.0
3,746
0.9%
160.0
3,366
0.8%
140.0
3,001
0.7%
168.0
2,593
0.6%
240.0
2,522
0.6%
96.0
2,153
0.5%
200.0
2,056
0.5%
180.0
1,812
0.4%
80.0
1,633
0.4%
150.0
1,388
0.3%
400.0
1,289
0.3%
SMALLEST VALUES
0.0
341,879
79.6%
1.0
2
0.0%
10.0
4
0.0%
12.0
1
0.0%
15.0
2
0.0%
16.0
5
0.0%
18.0
1
0.0%
20.0
6
0.0%
21.0
1
0.0%
24.0
20
0.0%
25.0
9
0.0%
27.0
1
0.0%
28.0
1
0.0%
30.0
10
0.0%
32.0
10
0.0%
LARGEST VALUES
7168.0
1
0.0%
6636.0
1
0.0%
6400.0
1
0.0%
5232.0
1
0.0%
4828.0
1
0.0%
4548.0
1
0.0%
4432.0
1
0.0%
4262.0
1
0.0%
4100.0
1
0.0%
3900.0
1
0.0%
3718.0
1
0.0%
3700.0
1
0.0%
3500.0
2
0.0%
3488.0
1
0.0%
3350.0
1
0.0%
gunite_pool_uts
MISSING:
527,989
(55%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
pool_spa_with_heater_uts
0.53
act_ar
0.53
gross_ar
0.53
eff_ar
0.53
perimeter
0.53
heat_ar
0.52
im_sq_ft
0.52
bld_ar
0.52
fixtures_total
0.49
room_full_bath
0.44
room_total
0.44
fixtures_addl
0.43
base_area_upr
0.41
prior_tot_appr_val
0.37

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
gunite_pool_grade
0.95
pool_spa_with_heater_grade
0.57
grade_adjustment
0.37
dscr
0.36
market_area_1_dscr
0.29
market_area_2_dscr
0.29
room_half_bath
0.25
fireplace_masonry_firebrick
0.23
story_height_index
0.21
cond_desir_util
0.19
center_code
0.17
school_dist
0.17
exterior_wall
0.16
custom_outdoor_kitchen_grade
0.14
MOST FREQUENT VALUES
0.0
341,747
79.5%
512.0
20,371
4.7%
576.0
4,686
1.1%
480.0
3,423
0.8%
450.0
2,527
0.6%
448.0
2,422
0.6%
420.0
2,202
0.5%
544.0
1,982
0.5%
648.0
1,945
0.5%
720.0
1,397
0.3%
540.0
1,385
0.3%
640.0
1,335
0.3%
800.0
1,309
0.3%
392.0
1,291
0.3%
384.0
1,197
0.3%
SMALLEST VALUES
0.0
341,747
79.5%
1.0
2
0.0%
14.0
1
0.0%
20.0
1
0.0%
22.0
1
0.0%
25.0
1
0.0%
36.0
1
0.0%
40.0
1
0.0%
45.0
1
0.0%
48.0
1
0.0%
50.0
1
0.0%
54.0
1
0.0%
60.0
6
0.0%
70.0
2
0.0%
72.0
7
0.0%
LARGEST VALUES
14400.0
1
0.0%
6336.0
1
0.0%
4462.0
1
0.0%
4000.0
1
0.0%
3400.0
1
0.0%
3087.0
1
0.0%
3000.0
1
0.0%
2800.0
1
0.0%
2714.0
1
0.0%
2600.0
1
0.0%
2554.0
1
0.0%
2552.0
1
0.0%
2460.0
1
0.0%
2451.0
1
0.0%
2400.0
2
0.0%
metal_utility_shed_uts
MISSING:
527,989
(55%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
metal_utility_shed_grade
-0.10
room_total
-0.05
carport_residential_uts
0.05
fixtures_total
-0.05
room_bedroom
-0.05
base_area_upr
-0.05
room_full_bath
-0.05
perimeter
-0.04
fixtures_addl
-0.04
frame_detached_garage_uts
-0.04
room_rec
-0.04
heat_ar
-0.04
im_sq_ft
-0.04
yr_remodel
-0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
market_area_1_dscr
0.08
market_area_2_dscr
0.08
school_dist
0.07
grade_adjustment
0.06
center_code
0.05
dscr
0.05
foundation_type
0.05
cond_desir_util
0.04
story_height_index
0.04
exterior_wall
0.04
heating_ac
0.04
fireplace_metal_prefab
0.03
physical_condition
0.02
room_half_bath
0.02
MOST FREQUENT VALUES
0.0
411,332
95.7%
120.0
2,465
0.6%
100.0
1,956
0.5%
80.0
838
0.2%
144.0
738
0.2%
160.0
674
0.2%
200.0
556
0.1%
140.0
537
0.1%
96.0
510
0.1%
240.0
483
0.1%
192.0
454
0.1%
128.0
440
0.1%
130.0
332
0.1%
168.0
325
0.1%
288.0
303
0.1%
SMALLEST VALUES
0.0
411,332
95.7%
15.0
1
0.0%
20.0
1
0.0%
24.0
8
0.0%
25.0
1
0.0%
28.0
1
0.0%
30.0
7
0.0%
32.0
5
0.0%
35.0
2
0.0%
36.0
21
0.0%
40.0
8
0.0%
42.0
3
0.0%
48.0
132
0.0%
49.0
5
0.0%
50.0
5
0.0%
LARGEST VALUES
16344.0
1
0.0%
15212.0
1
0.0%
11172.0
1
0.0%
8160.0
1
0.0%
8000.0
1
0.0%
7400.0
1
0.0%
7084.0
1
0.0%
7000.0
1
0.0%
6900.0
1
0.0%
6795.0
1
0.0%
6542.0
1
0.0%
6507.0
1
0.0%
6400.0
1
0.0%
6300.0
1
0.0%
6000.0
1
0.0%
pool_spa_with_heater_uts
MISSING:
527,989
(55%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
gunite_pool_uts
0.53
perimeter
0.40
gross_ar
0.39
act_ar
0.39
eff_ar
0.39
fixtures_total
0.38
heat_ar
0.38
im_sq_ft
0.38
bld_ar
0.38
fixtures_addl
0.36
base_area_upr
0.33
room_full_bath
0.33
room_total
0.32
date_erected
0.28

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
pool_spa_with_heater_grade
1.00
gunite_pool_grade
0.59
grade_adjustment
0.30
dscr
0.28
market_area_1_dscr
0.21
market_area_2_dscr
0.21
room_half_bath
0.19
story_height_index
0.17
custom_outdoor_kitchen_grade
0.17
custom_outdoor_kitchen_uts
0.17
school_dist
0.14
exterior_wall
0.14
center_code
0.13
fireplace_metal_prefab
0.13
MOST FREQUENT VALUES
0.0
392,485
91.3%
1.0
37,067
8.6%
2.0
56
0.0%
0.8
22
0.0%
0.75
17
0.0%
0.5
13
0.0%
3.0
6
0.0%
1.5
5
0.0%
0.95
4
0.0%
1.6
2
0.0%
2.5
1
0.0%
1.73
1
0.0%
2.18
1
0.0%
3.03
1
0.0%
2.68
1
0.0%
SMALLEST VALUES
0.0
392,485
91.3%
0.4
1
0.0%
0.5
13
0.0%
0.64
1
0.0%
0.75
17
0.0%
0.8
22
0.0%
0.95
4
0.0%
0.98
1
0.0%
1.0
37,067
8.6%
1.22
1
0.0%
1.27
1
0.0%
1.49
1
0.0%
1.5
5
0.0%
1.6
2
0.0%
1.73
1
0.0%
LARGEST VALUES
5.0
1
0.0%
3.73
1
0.0%
3.03
1
0.0%
3.0
6
0.0%
2.68
1
0.0%
2.5
1
0.0%
2.47
1
0.0%
2.21
1
0.0%
2.18
1
0.0%
2.17
1
0.0%
2.06
1
0.0%
2.0
56
0.0%
1.84
1
0.0%
1.75
1
0.0%
1.74
1
0.0%
reinforced_concrete_pool_uts
MISSING:
527,989
(55%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
prior_land_val
0.09
land_val
0.09
tot_appr_val
0.08
prior_tot_appr_val
0.08
act_ar
0.07
gross_ar
0.07
eff_ar
0.07
im_sq_ft
0.07
heat_ar
0.07
bld_ar
0.07
perimeter
0.06
room_full_bath
0.06
room_total
0.05
base_area_pri
0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
reinforced_concrete_pool_grade
0.95
market_area_1_dscr
0.10
market_area_2_dscr
0.09
fireplace_masonry_firebrick
0.08
grade_adjustment
0.05
center_code
0.05
dscr
0.05
cond_desir_util
0.05
school_dist
0.04
pool_spa_with_heater_grade
0.04
cost_and_design
0.04
room_half_bath
0.04
physical_condition
0.04
fireplace_metal_prefab
0.02
MOST FREQUENT VALUES
0.0
425,968
99.1%
512.0
515
0.1%
576.0
255
0.1%
480.0
193
0.0%
450.0
144
0.0%
420.0
104
0.0%
648.0
95
0.0%
448.0
95
0.0%
800.0
83
0.0%
360.0
74
0.0%
600.0
72
0.0%
384.0
72
0.0%
640.0
70
0.0%
540.0
66
0.0%
720.0
63
0.0%
SMALLEST VALUES
0.0
425,968
99.1%
24.0
1
0.0%
100.0
4
0.0%
120.0
2
0.0%
121.0
1
0.0%
128.0
1
0.0%
132.0
1
0.0%
144.0
2
0.0%
150.0
6
0.0%
156.0
1
0.0%
160.0
4
0.0%
162.0
1
0.0%
168.0
3
0.0%
170.0
1
0.0%
176.0
2
0.0%
LARGEST VALUES
2652.0
1
0.0%
1767.0
1
0.0%
1700.0
1
0.0%
1540.0
1
0.0%
1536.0
1
0.0%
1517.0
1
0.0%
1500.0
3
0.0%
1480.0
1
0.0%
1444.0
1
0.0%
1380.0
1
0.0%
1375.0
1
0.0%
1372.0
1
0.0%
1350.0
1
0.0%
1344.0
1
0.0%
1312.0
1
0.0%
residential_other_gross_value_uts
MISSING:
527,989
(55%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
prior_tot_appr_val
0.17
tot_appr_val
0.17
gross_ar
0.16
act_ar
0.16
eff_ar
0.15
perimeter
0.15
land_val
0.15
heat_ar
0.14
im_sq_ft
0.14
prior_land_val
0.14
bld_ar
0.14
fixtures_total
0.12
room_full_bath
0.12
fixtures_addl
0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
residential_other_gross_value_grade
0.55
grade_adjustment
0.14
dscr
0.13
market_area_1_dscr
0.11
market_area_2_dscr
0.11
gunite_pool_grade
0.11
room_half_bath
0.10
fireplace_masonry_firebrick
0.09
fireplace_metal_prefab
0.07
exterior_wall
0.05
center_code
0.05
pool_spa_with_heater_grade
0.05
cond_desir_util
0.05
school_dist
0.04
MOST FREQUENT VALUES
0.0
415,158
96.6%
1.0
1,457
0.3%
2.0
1,203
0.3%
3.0
818
0.2%
5.0
615
0.1%
1.5
542
0.1%
2.5
432
0.1%
4.0
290
0.1%
0.5
290
0.1%
10.0
245
0.1%
3.5
119
0.0%
6.0
107
0.0%
8.0
97
0.0%
15.0
93
0.0%
1.74
65
0.0%
SMALLEST VALUES
0.0
415,158
96.6%
0.05
1
0.0%
0.06
1
0.0%
0.07
1
0.0%
0.08
1
0.0%
0.09
7
0.0%
0.1
60
0.0%
0.11
33
0.0%
0.12
32
0.0%
0.13
10
0.0%
0.14
10
0.0%
0.15
9
0.0%
0.16
17
0.0%
0.17
8
0.0%
0.18
11
0.0%
LARGEST VALUES
334.0
1
0.0%
100.0
2
0.0%
70.0
1
0.0%
53.0
1
0.0%
49.0
1
0.0%
47.8
1
0.0%
47.74
1
0.0%
47.69
1
0.0%
42.0
1
0.0%
41.23
1
0.0%
40.95
1
0.0%
40.0
7
0.0%
38.5
1
0.0%
38.38
1
0.0%
38.0
1
0.0%
basic_outdoor_kitchen_grade
MISSING:
955,383
(99%)
TOP CATEGORIES
tot_appr_val
(avg)
4.0
1,630
71%
0.6M
3.0
441
19%
0.8M
2.0
161
7%
1.0M
1.0
57
2%
1.2M
5.0
14
1%
0.4M
ALL
2,303
100%
0.2M
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
basic_outdoor_kitchen_grade
PROVIDES INFORMATION ON...
pool_spa_with_heater_grade
0.01
gunite_pool_grade
0.00
dscr
0.00
grade_adjustment
0.00
room_half_bath
0.00
story_height_index
0.00
exterior_wall
0.00
fireplace_metal_prefab
0.00
cost_and_design
0.00
heating_ac
0.00
residential_other_gross_value_grade
0.00
market_area_1_dscr
0.00
market_area_2_dscr
0.00
center_code
0.00

THESE FEATURES GIVE INFORMATION
ON basic_outdoor_kitchen_grade:
grade_adjustment
0.15
dscr
0.14
market_area_1_dscr
0.09
market_area_2_dscr
0.09
gunite_pool_grade
0.07
pool_spa_with_heater_grade
0.07
exterior_wall
0.07
center_code
0.05
room_half_bath
0.05
school_dist
0.04
story_height_index
0.04
fireplace_metal_prefab
0.03
cost_and_design
0.02
cond_desir_util
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
basic_outdoor_kitchen_grade
CORRELATION RATIO WITH...
basic_outdoor_kitchen_uts
0.25
gross_ar
0.10
act_ar
0.10
open_mas_porch_pri
0.10
eff_ar
0.10
bld_ar
0.09
heat_ar
0.09
im_sq_ft
0.09
fixtures_total
0.09
room_full_bath
0.09
tot_appr_val
0.08
perimeter
0.08
prior_tot_appr_val
0.08
pool_spa_with_heater_uts
0.08
brick_or_stone_detached_garage_grade
MISSING:
943,943
(99%)
TOP CATEGORIES
tot_appr_val
(avg)
4.0
8,501
62%
0.3M
5.0
4,568
33%
0.2M
3.0
563
4%
0.8M
2.0
74
1%
1.1M
6.0
26
0%
0.1M
3.5
6
0%
0.3M
1.0
3
0%
3.0M
4.5
1
0%
0.1M
2.5
1
0%
3.6M
ALL
13,743
100%
0.2M
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
brick_or_stone_detached_garage_grade
PROVIDES INFORMATION ON...
fireplace_masonry_firebrick
0.01
gunite_pool_grade
0.00
custom_outdoor_kitchen_uts
0.00
custom_outdoor_kitchen_grade
0.00
dscr
0.00
pool_spa_with_heater_grade
0.00
reinforced_concrete_pool_grade
0.00
heating_ac
0.00
residential_other_gross_value_grade
0.00
grade_adjustment
0.00
foundation_type
0.00
basic_outdoor_kitchen_grade
0.00
frame_detached_garage_w_living_area_abov_grade
0.00
exterior_wall
0.00

THESE FEATURES GIVE INFORMATION
ON brick_or_stone_detached_garage_grade:
market_area_2_dscr
0.05
market_area_1_dscr
0.05
grade_adjustment
0.04
dscr
0.03
fireplace_masonry_firebrick
0.03
exterior_wall
0.02
school_dist
0.02
center_code
0.02
gunite_pool_grade
0.01
room_half_bath
0.01
cond_desir_util
0.01
heating_ac
0.01
story_height_index
0.01
foundation_type
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
brick_or_stone_detached_garage_grade
CORRELATION RATIO WITH...
brick_or_stone_detached_garage_uts
0.93
mas_brk_garage_pri
0.11
bld_ar
0.08
heat_ar
0.08
im_sq_ft
0.08
eff_ar
0.08
prior_tot_appr_val
0.08
tot_appr_val
0.07
base_area_pri
0.07
open_mas_porch_pri
0.07
prior_land_val
0.07
land_val
0.07
fixtures_total
0.07
gross_ar
0.06
canopy_residential_grade
MISSING:
876,978
(92%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
carport_residential_grade
0.51
frame_utility_shed_grade
0.47
metal_utility_shed_grade
0.43
frame_detached_garage_grade
0.34
fixtures_total
-0.32
date_erected
-0.31
fixtures_addl
-0.31
perimeter
-0.29
eff_ar
-0.29
heat_ar
-0.28
im_sq_ft
-0.28
gross_ar
-0.28
act_ar
-0.28
bld_ar
-0.28

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
market_area_2_dscr
0.19
market_area_1_dscr
0.19
school_dist
0.17
grade_adjustment
0.14
story_height_index
0.14
center_code
0.13
dscr
0.12
exterior_wall
0.11
room_half_bath
0.10
fireplace_metal_prefab
0.06
cost_and_design
0.06
cond_desir_util
0.05
heating_ac
0.03
foundation_repaired_grade
0.03
MOST FREQUENT VALUES
5.0
40,253
49.9%
4.0
37,674
46.7%
6.0
1,012
1.3%
3.0
764
0.9%
4.5
484
0.6%
2.0
207
0.3%
1.0
112
0.1%
5.5
53
0.1%
4.666666666666667
42
0.1%
4.333333333333333
36
0.0%
3.5
27
0.0%
4.25
7
0.0%
5.333333333333333
7
0.0%
3.6666666666666665
5
0.0%
2.5
5
0.0%
SMALLEST VALUES
1.0
112
0.1%
1.5
1
0.0%
2.0
207
0.3%
2.5
5
0.0%
3.0
764
0.9%
3.3333333333333335
4
0.0%
3.5
27
0.0%
3.6666666666666665
5
0.0%
3.75
2
0.0%
4.0
37,674
46.7%
4.2
1
0.0%
4.25
7
0.0%
4.333333333333333
36
0.0%
4.4
1
0.0%
4.5
484
0.6%
LARGEST VALUES
6.0
1,012
1.3%
5.666666666666667
4
0.0%
5.5
53
0.1%
5.333333333333333
7
0.0%
5.25
1
0.0%
5.0
40,253
49.9%
4.833333333333333
1
0.0%
4.75
4
0.0%
4.666666666666667
42
0.1%
4.6
1
0.0%
4.5
484
0.6%
4.4
1
0.0%
4.333333333333333
36
0.0%
4.25
7
0.0%
4.2
1
0.0%
carport_residential_grade
MISSING:
884,638
(92%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
canopy_residential_grade
0.51
frame_detached_garage_grade
0.42
frame_utility_shed_grade
0.39
metal_utility_shed_grade
0.38
fixtures_total
-0.26
date_erected
-0.24
room_full_bath
-0.23
heat_ar
-0.23
im_sq_ft
-0.23
eff_ar
-0.23
fixtures_addl
-0.23
bld_ar
-0.22
gross_ar
-0.22
act_ar
-0.22

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
market_area_2_dscr
0.31
market_area_1_dscr
0.31
grade_adjustment
0.29
center_code
0.27
exterior_wall
0.25
school_dist
0.23
dscr
0.22
heating_ac
0.22
story_height_index
0.18
foundation_type
0.17
cond_desir_util
0.16
fireplace_metal_prefab
0.16
room_half_bath
0.12
physical_condition
0.10
MOST FREQUENT VALUES
5.0
47,964
65.7%
4.0
21,920
30.0%
6.0
1,526
2.1%
3.0
900
1.2%
4.5
491
0.7%
2.0
105
0.1%
5.5
55
0.1%
4.333333333333333
33
0.0%
4.666666666666667
16
0.0%
1.0
15
0.0%
3.5
11
0.0%
4.25
3
0.0%
3.6666666666666665
2
0.0%
3.75
2
0.0%
5.666666666666667
2
0.0%
SMALLEST VALUES
1.0
15
0.0%
2.0
105
0.1%
3.0
900
1.2%
3.5
11
0.0%
3.6666666666666665
2
0.0%
3.75
2
0.0%
3.8333333333333335
1
0.0%
4.0
21,920
30.0%
4.25
3
0.0%
4.333333333333333
33
0.0%
4.5
491
0.7%
4.6
1
0.0%
4.666666666666667
16
0.0%
5.0
47,964
65.7%
5.333333333333333
1
0.0%
LARGEST VALUES
6.0
1,526
2.1%
5.666666666666667
2
0.0%
5.5
55
0.1%
5.333333333333333
1
0.0%
5.0
47,964
65.7%
4.666666666666667
16
0.0%
4.6
1
0.0%
4.5
491
0.7%
4.333333333333333
33
0.0%
4.25
3
0.0%
4.0
21,920
30.0%
3.8333333333333335
1
0.0%
3.75
2
0.0%
3.6666666666666665
2
0.0%
3.5
11
0.0%
cracked_slab_grade
MISSING:
941,565
(98%)
TOP CATEGORIES
tot_appr_val
(avg)
4.0
16,109
99%
155k
5.0
8
0%
88k
6.0
2
0%
230k
3.0
2
0%
225k
ALL
16,121
100%
219k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
cracked_slab_grade
PROVIDES INFORMATION ON...
heating_ac
0.01
physical_condition
0.01
fireplace_metal_prefab
0.01
foundation_type
0.00
story_height_index
0.00
cond_desir_util
0.00
foundation_repaired_grade
0.00
school_dist
0.00
market_area_1_dscr
0.00
market_area_2_dscr
0.00
center_code
0.00
cost_and_design
0.00
exterior_wall
0.00
custom_outdoor_kitchen_uts
0.00

THESE FEATURES GIVE INFORMATION
ON cracked_slab_grade:
market_area_2_dscr
0.12
market_area_1_dscr
0.12
school_dist
0.09
center_code
0.07
cond_desir_util
0.05
fireplace_metal_prefab
0.04
story_height_index
0.04
physical_condition
0.04
exterior_wall
0.04
heating_ac
0.03
grade_adjustment
0.02
foundation_type
0.02
cost_and_design
0.02
room_half_bath
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
cracked_slab_grade
CORRELATION RATIO WITH...
cracked_slab_uts
0.94
date_erected
0.13
fixtures_total
0.09
fixtures_addl
0.09
room_full_bath
0.08
base_area_upr
0.07
perimeter
0.06
heat_ar
0.06
bld_ar
0.06
im_sq_ft
0.06
eff_ar
0.05
room_total
0.05
gross_ar
0.05
act_ar
0.05
custom_outdoor_kitchen_grade
MISSING:
953,392
(99%)
TOP CATEGORIES
tot_appr_val
(avg)
4.0
2,242
52%
1.0M
3.0
950
22%
1.4M
2.0
803
19%
1.9M
1.0
228
5%
2.5M
5.0
67
2%
0.8M
6.0
3
0%
0.7M
1.5
1
0%
4.2M
ALL
4,294
100%
0.2M
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
custom_outdoor_kitchen_grade
PROVIDES INFORMATION ON...
custom_outdoor_kitchen_uts
0.99
pool_spa_with_heater_grade
0.04
gunite_pool_grade
0.02
dscr
0.01
room_half_bath
0.01
grade_adjustment
0.01
fireplace_metal_prefab
0.00
cost_and_design
0.00
exterior_wall
0.00
story_height_index
0.00
residential_other_gross_value_grade
0.00
fireplace_masonry_firebrick
0.00
frame_detached_garage_w_living_area_abov_grade
0.00
market_area_1_dscr
0.00

THESE FEATURES GIVE INFORMATION
ON custom_outdoor_kitchen_grade:
custom_outdoor_kitchen_uts
0.84
grade_adjustment
0.31
dscr
0.29
gunite_pool_grade
0.21
pool_spa_with_heater_grade
0.19
market_area_1_dscr
0.16
market_area_2_dscr
0.16
exterior_wall
0.14
room_half_bath
0.12
fireplace_metal_prefab
0.10
center_code
0.08
cost_and_design
0.08
story_height_index
0.07
school_dist
0.07

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
custom_outdoor_kitchen_grade
CORRELATION RATIO WITH...
tot_appr_val
0.29
prior_tot_appr_val
0.28
gross_ar
0.23
act_ar
0.23
eff_ar
0.22
bld_ar
0.21
heat_ar
0.21
im_sq_ft
0.21
fixtures_total
0.19
perimeter
0.19
room_full_bath
0.19
prior_land_val
0.18
land_val
0.18
open_mas_porch_pri
0.17
foundation_repaired_grade
MISSING:
940,033
(98%)
TOP CATEGORIES
tot_appr_val
(avg)
4.0
17,628
99%
243k
5.0
23
0%
221k
1.0
1
0%
45k
3.0
1
0%
260k
ALL
17,653
100%
219k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
foundation_repaired_grade
PROVIDES INFORMATION ON...
cost_and_design
0.01
foundation_type
0.01
fireplace_metal_prefab
0.00
physical_condition
0.00
center_code
0.00
market_area_1_dscr
0.00
market_area_2_dscr
0.00
story_height_index
0.00
cracked_slab_grade
0.00
school_dist
0.00
fireplace_masonry_firebrick
0.00
cond_desir_util
0.00
exterior_wall
0.00
room_half_bath
0.00

THESE FEATURES GIVE INFORMATION
ON foundation_repaired_grade:
market_area_2_dscr
0.16
market_area_1_dscr
0.16
center_code
0.10
school_dist
0.09
cost_and_design
0.05
fireplace_metal_prefab
0.03
story_height_index
0.03
physical_condition
0.03
exterior_wall
0.02
cond_desir_util
0.02
foundation_type
0.02
grade_adjustment
0.02
fireplace_masonry_firebrick
0.02
dscr
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
foundation_repaired_grade
CORRELATION RATIO WITH...
foundation_repaired_uts
0.95
date_erected
0.11
yr_remodel
0.09
fixtures_addl
0.07
base_area_upr
0.06
prior_land_val
0.05
fixtures_total
0.05
land_val
0.05
base_area_pri
0.05
mas_conc_patio_pri
0.04
frame_detached_garage_grade
0.04
frame_detached_garage_uts
0.04
perimeter
0.03
open_mas_porch_pri
0.03
frame_detached_garage_grade
MISSING:
776,980
(81%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
carport_residential_grade
0.42
frame_utility_shed_grade
0.38
canopy_residential_grade
0.34
metal_utility_shed_grade
0.30
date_erected
-0.24
eff_ar
-0.24
gross_ar
-0.24
act_ar
-0.23
room_full_bath
-0.23
heat_ar
-0.23
bld_ar
-0.23
im_sq_ft
-0.23
perimeter
-0.20
fixtures_total
-0.19

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
fireplace_masonry_firebrick
0.31
grade_adjustment
0.27
market_area_2_dscr
0.27
market_area_1_dscr
0.27
dscr
0.25
cond_desir_util
0.19
fireplace_metal_prefab
0.14
exterior_wall
0.14
cost_and_design
0.13
gunite_pool_grade
0.13
school_dist
0.12
physical_condition
0.12
foundation_type
0.12
story_height_index
0.10
MOST FREQUENT VALUES
5.0
97,767
54.1%
4.0
78,199
43.3%
3.0
2,343
1.3%
6.0
1,879
1.0%
2.0
241
0.1%
4.5
195
0.1%
1.0
32
0.0%
3.5
24
0.0%
5.5
11
0.0%
4.333333333333333
6
0.0%
4.666666666666667
3
0.0%
5.333333333333333
2
0.0%
5.666666666666667
2
0.0%
3.6666666666666665
1
0.0%
2.5
1
0.0%
SMALLEST VALUES
1.0
32
0.0%
2.0
241
0.1%
2.5
1
0.0%
3.0
2,343
1.3%
3.5
24
0.0%
3.6666666666666665
1
0.0%
4.0
78,199
43.3%
4.333333333333333
6
0.0%
4.5
195
0.1%
4.666666666666667
3
0.0%
5.0
97,767
54.1%
5.333333333333333
2
0.0%
5.5
11
0.0%
5.666666666666667
2
0.0%
6.0
1,879
1.0%
LARGEST VALUES
6.0
1,879
1.0%
5.666666666666667
2
0.0%
5.5
11
0.0%
5.333333333333333
2
0.0%
5.0
97,767
54.1%
4.666666666666667
3
0.0%
4.5
195
0.1%
4.333333333333333
6
0.0%
4.0
78,199
43.3%
3.6666666666666665
1
0.0%
3.5
24
0.0%
3.0
2,343
1.3%
2.5
1
0.0%
2.0
241
0.1%
1.0
32
0.0%
frame_detached_garage_w_living_area_abov_grade
MISSING:
950,639
(99%)
TOP CATEGORIES
tot_appr_val
(avg)
4.0
4,061
58%
0.5M
3.0
1,441
20%
1.0M
5.0
1,351
19%
0.3M
2.0
119
2%
1.2M
6.0
58
1%
0.3M
1.0
14
0%
1.7M
5.5
1
0%
0.7M
4.5
1
0%
0.6M
2.5
1
0%
0.8M
ALL
7,047
100%
0.2M
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
frame_detached_garage_w_living_area_abov_grade
PROVIDES INFORMATION ON...
cost_and_design
0.01
foundation_type
0.00
dscr
0.00
reinforced_concrete_pool_grade
0.00
gunite_pool_grade
0.00
custom_outdoor_kitchen_uts
0.00
story_height_index
0.00
custom_outdoor_kitchen_grade
0.00
fireplace_masonry_firebrick
0.00
pool_spa_with_heater_grade
0.00
market_area_1_dscr
0.00
market_area_2_dscr
0.00
grade_adjustment
0.00
room_half_bath
0.00

THESE FEATURES GIVE INFORMATION
ON frame_detached_garage_w_living_area_abov_grade:
market_area_1_dscr
0.14
market_area_2_dscr
0.14
cost_and_design
0.07
grade_adjustment
0.07
center_code
0.07
dscr
0.06
school_dist
0.04
story_height_index
0.04
fireplace_masonry_firebrick
0.02
room_half_bath
0.02
foundation_type
0.02
gunite_pool_grade
0.02
cond_desir_util
0.02
exterior_wall
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
frame_detached_garage_w_living_area_abov_grade
CORRELATION RATIO WITH...
frame_detached_garage_w_living_area_abov_uts
0.94
land_val
0.14
prior_land_val
0.14
tot_appr_val
0.14
prior_tot_appr_val
0.14
mas_brk_garage_pri
0.08
fixtures_total
0.08
room_full_bath
0.08
base_area_upr
0.08
im_sq_ft
0.07
heat_ar
0.07
bld_ar
0.07
fixtures_addl
0.06
eff_ar
0.06
frame_utility_shed_grade
MISSING:
869,868
(91%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
canopy_residential_grade
0.47
metal_utility_shed_grade
0.41
carport_residential_grade
0.39
frame_detached_garage_grade
0.38
fixtures_total
-0.24
date_erected
-0.22
fixtures_addl
-0.21
room_full_bath
-0.21
gross_ar
-0.21
act_ar
-0.21
eff_ar
-0.21
perimeter
-0.21
heat_ar
-0.20
im_sq_ft
-0.20

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
market_area_2_dscr
0.24
market_area_1_dscr
0.24
grade_adjustment
0.21
school_dist
0.20
center_code
0.19
dscr
0.18
story_height_index
0.15
exterior_wall
0.13
heating_ac
0.12
foundation_type
0.12
cond_desir_util
0.10
fireplace_metal_prefab
0.10
room_half_bath
0.10
physical_condition
0.07
MOST FREQUENT VALUES
5.0
42,385
48.3%
4.0
40,805
46.5%
3.0
1,715
2.0%
6.0
1,397
1.6%
4.5
826
0.9%
2.0
280
0.3%
3.5
123
0.1%
1.0
100
0.1%
5.5
56
0.1%
4.333333333333333
51
0.1%
4.666666666666667
42
0.0%
3.6666666666666665
11
0.0%
4.25
5
0.0%
4.75
5
0.0%
4.2
3
0.0%
SMALLEST VALUES
1.0
100
0.1%
1.5
1
0.0%
2.0
280
0.3%
2.5
2
0.0%
2.6666666666666665
1
0.0%
2.75
1
0.0%
3.0
1,715
2.0%
3.3333333333333335
2
0.0%
3.5
123
0.1%
3.6666666666666665
11
0.0%
4.0
40,805
46.5%
4.166666666666667
1
0.0%
4.2
3
0.0%
4.25
5
0.0%
4.333333333333333
51
0.1%
LARGEST VALUES
6.0
1,397
1.6%
5.666666666666667
2
0.0%
5.5
56
0.1%
5.333333333333333
1
0.0%
5.25
2
0.0%
5.0
42,385
48.3%
4.8
1
0.0%
4.75
5
0.0%
4.666666666666667
42
0.0%
4.5
826
0.9%
4.333333333333333
51
0.1%
4.25
5
0.0%
4.2
3
0.0%
4.166666666666667
1
0.0%
4.0
40,805
46.5%
gunite_pool_grade
MISSING:
869,736
(91%)
TOP CATEGORIES
tot_appr_val
(avg)
4.0
78,117
89%
0.4M
3.0
6,031
7%
0.8M
2.0
2,107
2%
1.5M
5.0
1,111
1%
0.3M
1.0
471
1%
2.2M
6.0
108
0%
0.3M
3.5
3
0%
2.0M
1.5
2
0%
2.4M
ALL
87,950
100%
0.2M
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
gunite_pool_grade
PROVIDES INFORMATION ON...
pool_spa_with_heater_grade
0.53
custom_outdoor_kitchen_uts
0.22
custom_outdoor_kitchen_grade
0.21
basic_outdoor_kitchen_grade
0.07
residential_other_gross_value_grade
0.06
dscr
0.05
fireplace_masonry_firebrick
0.04
room_half_bath
0.03
grade_adjustment
0.03
story_height_index
0.03
heating_ac
0.02
frame_detached_garage_w_living_area_abov_grade
0.02
cond_desir_util
0.02
brick_or_stone_detached_garage_grade
0.01

THESE FEATURES GIVE INFORMATION
ON gunite_pool_grade:
pool_spa_with_heater_grade
0.28
grade_adjustment
0.17
dscr
0.15
market_area_1_dscr
0.12
market_area_2_dscr
0.12
room_half_bath
0.07
story_height_index
0.06
fireplace_masonry_firebrick
0.06
center_code
0.06
cond_desir_util
0.05
school_dist
0.05
exterior_wall
0.05
heating_ac
0.03
cost_and_design
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
gunite_pool_grade
CORRELATION RATIO WITH...
gunite_pool_uts
0.95
pool_spa_with_heater_uts
0.59
eff_ar
0.41
heat_ar
0.41
im_sq_ft
0.41
bld_ar
0.41
act_ar
0.41
gross_ar
0.41
prior_tot_appr_val
0.40
tot_appr_val
0.40
perimeter
0.36
fixtures_total
0.36
room_total
0.33
room_full_bath
0.33
metal_utility_shed_grade
MISSING:
939,321
(98%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
canopy_residential_grade
0.43
frame_utility_shed_grade
0.41
carport_residential_grade
0.38
frame_detached_garage_grade
0.30
date_erected
-0.23
fixtures_total
-0.22
fixtures_addl
-0.21
act_ar
-0.20
gross_ar
-0.20
eff_ar
-0.20
perimeter
-0.20
heat_ar
-0.19
im_sq_ft
-0.19
room_full_bath
-0.18

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
market_area_1_dscr
0.12
market_area_2_dscr
0.12
grade_adjustment
0.11
school_dist
0.10
dscr
0.09
center_code
0.09
story_height_index
0.08
exterior_wall
0.07
heating_ac
0.07
cond_desir_util
0.06
foundation_type
0.06
fireplace_metal_prefab
0.06
room_half_bath
0.05
physical_condition
0.04
MOST FREQUENT VALUES
5.0
10,772
58.7%
4.0
6,596
35.9%
6.0
515
2.8%
3.0
236
1.3%
4.5
125
0.7%
2.0
44
0.2%
5.5
26
0.1%
3.5
15
0.1%
4.666666666666667
11
0.1%
4.333333333333333
10
0.1%
1.0
6
0.0%
4.75
3
0.0%
5.666666666666667
2
0.0%
4.25
1
0.0%
4.6
1
0.0%
SMALLEST VALUES
1.0
6
0.0%
2.0
44
0.2%
2.5
1
0.0%
3.0
236
1.3%
3.5
15
0.1%
4.0
6,596
35.9%
4.25
1
0.0%
4.333333333333333
10
0.1%
4.5
125
0.7%
4.6
1
0.0%
4.666666666666667
11
0.1%
4.75
3
0.0%
5.0
10,772
58.7%
5.333333333333333
1
0.0%
5.5
26
0.1%
LARGEST VALUES
6.0
515
2.8%
5.666666666666667
2
0.0%
5.5
26
0.1%
5.333333333333333
1
0.0%
5.0
10,772
58.7%
4.75
3
0.0%
4.666666666666667
11
0.1%
4.6
1
0.0%
4.5
125
0.7%
4.333333333333333
10
0.1%
4.25
1
0.0%
4.0
6,596
35.9%
3.5
15
0.1%
3.0
236
1.3%
2.5
1
0.0%
pool_spa_with_heater_grade
MISSING:
920,474
(96%)
TOP CATEGORIES
tot_appr_val
(avg)
4.0
32,698
88%
0.4M
3.0
2,884
8%
0.9M
2.0
1,167
3%
1.6M
1.0
239
1%
2.4M
5.0
208
1%
0.3M
6.0
16
0%
0.2M
ALL
37,212
100%
0.2M
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
pool_spa_with_heater_grade
PROVIDES INFORMATION ON...
gunite_pool_grade
0.28
custom_outdoor_kitchen_uts
0.21
custom_outdoor_kitchen_grade
0.19
basic_outdoor_kitchen_grade
0.07
dscr
0.03
room_half_bath
0.02
story_height_index
0.02
grade_adjustment
0.02
reinforced_concrete_pool_grade
0.02
heating_ac
0.01
fireplace_masonry_firebrick
0.01
residential_other_gross_value_grade
0.01
fireplace_metal_prefab
0.01
frame_detached_garage_w_living_area_abov_grade
0.01

THESE FEATURES GIVE INFORMATION
ON pool_spa_with_heater_grade:
gunite_pool_grade
0.53
grade_adjustment
0.19
dscr
0.17
market_area_1_dscr
0.13
market_area_2_dscr
0.13
room_half_bath
0.08
story_height_index
0.08
school_dist
0.07
center_code
0.06
exterior_wall
0.05
cond_desir_util
0.04
custom_outdoor_kitchen_grade
0.04
custom_outdoor_kitchen_uts
0.03
fireplace_metal_prefab
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
pool_spa_with_heater_grade
CORRELATION RATIO WITH...
pool_spa_with_heater_uts
1.00
gunite_pool_uts
0.57
eff_ar
0.32
gross_ar
0.32
act_ar
0.32
heat_ar
0.32
bld_ar
0.32
im_sq_ft
0.32
tot_appr_val
0.30
prior_tot_appr_val
0.30
perimeter
0.29
fixtures_total
0.29
room_full_bath
0.26
fixtures_addl
0.25
reinforced_concrete_pool_grade
MISSING:
953,957
(99%)
TOP CATEGORIES
tot_appr_val
(avg)
4.0
3,532
95%
0.5M
5.0
90
2%
0.3M
3.0
77
2%
1.1M
2.0
16
0%
1.5M
6.0
11
0%
0.2M
1.0
3
0%
0.7M
ALL
3,729
100%
0.2M
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
reinforced_concrete_pool_grade
PROVIDES INFORMATION ON...
fireplace_masonry_firebrick
0.00
pool_spa_with_heater_grade
0.00
frame_detached_garage_w_living_area_abov_grade
0.00
residential_other_gross_value_grade
0.00
gunite_pool_grade
0.00
dscr
0.00
custom_outdoor_kitchen_grade
0.00
heating_ac
0.00
cost_and_design
0.00
brick_or_stone_detached_garage_grade
0.00
cond_desir_util
0.00
physical_condition
0.00
custom_outdoor_kitchen_uts
0.00
market_area_1_dscr
0.00

THESE FEATURES GIVE INFORMATION
ON reinforced_concrete_pool_grade:
market_area_1_dscr
0.09
market_area_2_dscr
0.09
fireplace_masonry_firebrick
0.07
grade_adjustment
0.04
center_code
0.03
dscr
0.03
cond_desir_util
0.03
school_dist
0.02
cost_and_design
0.02
physical_condition
0.02
pool_spa_with_heater_grade
0.02
room_half_bath
0.01
gunite_pool_grade
0.01
heating_ac
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
reinforced_concrete_pool_grade
CORRELATION RATIO WITH...
reinforced_concrete_pool_uts
0.95
prior_land_val
0.08
land_val
0.08
tot_appr_val
0.07
prior_tot_appr_val
0.07
im_sq_ft
0.05
heat_ar
0.05
eff_ar
0.05
bld_ar
0.05
act_ar
0.05
gross_ar
0.05
room_total
0.04
room_full_bath
0.04
perimeter
0.04
residential_other_gross_value_grade
MISSING:
943,137
(98%)
TOP CATEGORIES
tot_appr_val
(avg)
4.0
13,812
95%
0.4M
3.0
319
2%
1.1M
5.0
293
2%
0.2M
2.0
53
0%
1.8M
6.0
40
0%
0.2M
1.0
21
0%
1.8M
4.5
5
0%
0.8M
3.5
4
0%
1.5M
3.3333333333333335
1
0%
1.9M
4.666666666666667
1
0%
0.2M
ALL
14,549
100%
0.2M
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
residential_other_gross_value_grade
PROVIDES INFORMATION ON...
gunite_pool_grade
0.01
custom_outdoor_kitchen_grade
0.01
custom_outdoor_kitchen_uts
0.00
reinforced_concrete_pool_grade
0.00
fireplace_masonry_firebrick
0.00
pool_spa_with_heater_grade
0.00
dscr
0.00
basic_outdoor_kitchen_grade
0.00
room_half_bath
0.00
brick_or_stone_detached_garage_grade
0.00
grade_adjustment
0.00
frame_detached_garage_w_living_area_abov_grade
0.00
story_height_index
0.00
cond_desir_util
0.00

THESE FEATURES GIVE INFORMATION
ON residential_other_gross_value_grade:
gunite_pool_grade
0.06
market_area_1_dscr
0.04
market_area_2_dscr
0.04
grade_adjustment
0.04
dscr
0.04
fireplace_masonry_firebrick
0.03
room_half_bath
0.02
center_code
0.02
school_dist
0.02
cond_desir_util
0.01
exterior_wall
0.01
story_height_index
0.01
fireplace_metal_prefab
0.01
pool_spa_with_heater_grade
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
residential_other_gross_value_grade
CORRELATION RATIO WITH...
residential_other_gross_value_uts
0.55
gunite_pool_uts
0.12
prior_tot_appr_val
0.12
tot_appr_val
0.12
act_ar
0.12
gross_ar
0.12
eff_ar
0.12
im_sq_ft
0.11
bld_ar
0.11
heat_ar
0.11
land_val
0.10
prior_land_val
0.10
perimeter
0.09
fixtures_total
0.09
base_area_pri
MISSING:
3
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
eff_ar
0.56
gross_ar
0.53
act_ar
0.53
heat_ar
0.51
bld_ar
0.51
im_sq_ft
0.51
tot_appr_val
0.41
prior_tot_appr_val
0.41
room_full_bath
0.40
room_total
0.34
open_mas_porch_pri
0.34
fixtures_total
0.32
prior_land_val
0.29
room_bedroom
0.29

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
grade_adjustment
0.46
exterior_wall
0.42
dscr
0.42
market_area_1_dscr
0.40
market_area_2_dscr
0.40
center_code
0.30
story_height_index
0.27
school_dist
0.26
heating_ac
0.23
gunite_pool_grade
0.22
room_half_bath
0.22
fireplace_metal_prefab
0.20
foundation_type
0.19
fireplace_masonry_firebrick
0.19
MOST FREQUENT VALUES
1200.0
2,845
0.3%
960.0
2,567
0.3%
1008.0
2,460
0.3%
720.0
2,247
0.2%
1080.0
2,060
0.2%
900.0
1,950
0.2%
840.0
1,932
0.2%
864.0
1,919
0.2%
1176.0
1,871
0.2%
1152.0
1,823
0.2%
1120.0
1,796
0.2%
1140.0
1,789
0.2%
1440.0
1,777
0.2%
1260.0
1,761
0.2%
1064.0
1,689
0.2%
SMALLEST VALUES
0.0
340
0.0%
21.0
1
0.0%
24.0
3
0.0%
30.0
1
0.0%
33.0
1
0.0%
35.0
1
0.0%
42.0
1
0.0%
54.0
2
0.0%
64.0
1
0.0%
65.0
1
0.0%
70.0
1
0.0%
74.0
1
0.0%
77.0
1
0.0%
80.0
4
0.0%
84.0
3
0.0%
LARGEST VALUES
13451.0
1
0.0%
12270.0
1
0.0%
11968.0
1
0.0%
11136.0
1
0.0%
10720.0
1
0.0%
10545.0
1
0.0%
10541.0
1
0.0%
10425.0
1
0.0%
10399.0
1
0.0%
10199.0
1
0.0%
10042.0
1
0.0%
9979.0
1
0.0%
9847.0
1
0.0%
9812.0
1
0.0%
9628.0
1
0.0%
base_area_upr
MISSING:
3
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
perimeter
0.82
heat_ar
0.76
bld_ar
0.76
im_sq_ft
0.75
fixtures_total
0.74
eff_ar
0.72
gross_ar
0.70
act_ar
0.70
room_total
0.65
fixtures_addl
0.60
room_full_bath
0.59
room_bedroom
0.56
room_rec
0.53
tot_appr_val
0.51

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
story_height_index
0.88
room_half_bath
0.65
grade_adjustment
0.60
dscr
0.56
exterior_wall
0.44
market_area_2_dscr
0.43
market_area_1_dscr
0.43
center_code
0.29
gunite_pool_grade
0.29
school_dist
0.26
cost_and_design
0.25
pool_spa_with_heater_grade
0.24
fireplace_metal_prefab
0.24
heating_ac
0.21
MOST FREQUENT VALUES
0.0
621,611
64.9%
1190.0
1,281
0.1%
900.0
1,246
0.1%
960.0
1,194
0.1%
1260.0
1,181
0.1%
1080.0
1,125
0.1%
1140.0
1,039
0.1%
870.0
1,019
0.1%
720.0
1,011
0.1%
840.0
985
0.1%
1020.0
983
0.1%
1120.0
976
0.1%
1040.0
959
0.1%
1200.0
946
0.1%
756.0
887
0.1%
SMALLEST VALUES
0.0
621,611
64.9%
35.0
1
0.0%
54.0
1
0.0%
64.0
1
0.0%
65.0
1
0.0%
80.0
4
0.0%
84.0
3
0.0%
88.0
3
0.0%
95.0
1
0.0%
96.0
8
0.0%
99.0
5
0.0%
100.0
7
0.0%
103.0
2
0.0%
105.0
2
0.0%
108.0
2
0.0%
LARGEST VALUES
12950.0
1
0.0%
9244.0
1
0.0%
9066.0
1
0.0%
8665.0
1
0.0%
8429.0
1
0.0%
8290.0
1
0.0%
8082.0
1
0.0%
8032.0
1
0.0%
7877.0
1
0.0%
7702.0
1
0.0%
7682.0
1
0.0%
7674.0
1
0.0%
7252.0
1
0.0%
7158.0
1
0.0%
7097.0
1
0.0%
frame_garage_pri
MISSING:
3
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
mas_brk_garage_pri
-0.34
frame_detached_garage_uts
-0.19
prior_tot_appr_val
0.18
tot_appr_val
0.18
prior_land_val
0.15
land_val
0.15
perimeter
0.14
gross_ar
0.13
act_ar
0.13
open_frame_porch_pri
0.12
gunite_pool_uts
0.11
eff_ar
0.10
one_story_frame_upr
0.10
one_story_frame_pri
0.09

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
exterior_wall
0.36
grade_adjustment
0.25
market_area_1_dscr
0.22
market_area_2_dscr
0.22
dscr
0.20
center_code
0.16
school_dist
0.16
cost_and_design
0.14
fireplace_metal_prefab
0.13
gunite_pool_grade
0.10
room_half_bath
0.09
story_height_index
0.09
custom_outdoor_kitchen_grade
0.09
custom_outdoor_kitchen_uts
0.08
MOST FREQUENT VALUES
0.0
846,936
88.4%
400.0
10,080
1.1%
420.0
6,027
0.6%
380.0
5,858
0.6%
240.0
3,775
0.4%
399.0
3,535
0.4%
440.0
3,229
0.3%
220.0
3,116
0.3%
264.0
2,630
0.3%
462.0
2,447
0.3%
288.0
2,015
0.2%
300.0
1,945
0.2%
200.0
1,738
0.2%
480.0
1,733
0.2%
360.0
1,661
0.2%
SMALLEST VALUES
0.0
846,936
88.4%
6.0
1
0.0%
16.0
1
0.0%
18.0
1
0.0%
20.0
2
0.0%
24.0
1
0.0%
28.0
4
0.0%
30.0
1
0.0%
32.0
1
0.0%
35.0
1
0.0%
36.0
5
0.0%
40.0
2
0.0%
44.0
3
0.0%
50.0
3
0.0%
51.0
1
0.0%
LARGEST VALUES
3120.0
1
0.0%
2914.0
1
0.0%
2710.0
1
0.0%
2400.0
1
0.0%
2380.0
1
0.0%
2344.0
1
0.0%
2320.0
1
0.0%
2287.0
1
0.0%
2202.0
1
0.0%
2196.0
1
0.0%
2100.0
1
0.0%
2083.0
1
0.0%
2040.0
1
0.0%
2012.0
1
0.0%
1950.0
1
0.0%
mas_brk_garage_pri
MISSING:
3
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
frame_detached_garage_uts
-0.45
date_erected
0.41
frame_garage_pri
-0.34
gross_ar
0.30
act_ar
0.30
room_full_bath
0.26
open_mas_porch_pri
0.25
eff_ar
0.25
perimeter
0.24
base_area_pri
0.24
gunite_pool_uts
0.24
fixtures_total
0.23
zip_code
0.21
room_bedroom
0.20

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
market_area_1_dscr
0.42
market_area_2_dscr
0.42
exterior_wall
0.40
grade_adjustment
0.39
center_code
0.38
school_dist
0.36
foundation_type
0.32
heating_ac
0.31
dscr
0.31
fireplace_metal_prefab
0.30
cond_desir_util
0.25
physical_condition
0.21
cost_and_design
0.17
story_height_index
0.14
MOST FREQUENT VALUES
0.0
442,463
46.2%
400.0
82,182
8.6%
420.0
65,504
6.8%
440.0
41,690
4.4%
380.0
21,888
2.3%
462.0
18,933
2.0%
441.0
16,736
1.7%
460.0
16,673
1.7%
480.0
14,062
1.5%
399.0
13,233
1.4%
484.0
11,435
1.2%
506.0
9,514
1.0%
418.0
8,047
0.8%
483.0
7,719
0.8%
360.0
5,859
0.6%
SMALLEST VALUES
0.0
442,463
46.2%
8.0
1
0.0%
14.0
1
0.0%
15.0
1
0.0%
16.0
2
0.0%
18.0
1
0.0%
20.0
2
0.0%
25.0
3
0.0%
26.0
1
0.0%
27.0
1
0.0%
28.0
1
0.0%
30.0
3
0.0%
32.0
1
0.0%
35.0
2
0.0%
36.0
1
0.0%
LARGEST VALUES
3250.0
1
0.0%
3134.0
1
0.0%
2840.0
1
0.0%
2826.0
1
0.0%
2763.0
1
0.0%
2640.0
1
0.0%
2558.0
1
0.0%
2514.0
1
0.0%
2453.0
1
0.0%
2428.0
1
0.0%
2425.0
1
0.0%
2400.0
1
0.0%
2269.0
2
0.0%
2253.0
1
0.0%
2224.0
1
0.0%
mas_conc_patio_pri
MISSING:
3
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
act_ar
0.17
gross_ar
0.17
canopy_residential_uts
0.13
base_area_pri
0.11
eff_ar
0.10
im_sq_ft
0.09
heat_ar
0.09
bld_ar
0.09
prior_land_val
0.09
land_val
0.09
room_total
0.09
room_bedroom
0.08
prior_tot_appr_val
0.08
tot_appr_val
0.07

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
market_area_1_dscr
0.16
market_area_2_dscr
0.16
fireplace_masonry_firebrick
0.14
center_code
0.13
grade_adjustment
0.11
dscr
0.10
school_dist
0.09
cond_desir_util
0.09
exterior_wall
0.09
foundation_type
0.08
cost_and_design
0.07
heating_ac
0.07
physical_condition
0.07
gunite_pool_grade
0.07
MOST FREQUENT VALUES
0.0
843,469
88.1%
200.0
4,710
0.5%
240.0
4,168
0.4%
100.0
3,399
0.4%
120.0
2,498
0.3%
300.0
2,159
0.2%
216.0
1,872
0.2%
280.0
1,768
0.2%
144.0
1,735
0.2%
220.0
1,710
0.2%
288.0
1,629
0.2%
360.0
1,567
0.2%
210.0
1,543
0.2%
252.0
1,520
0.2%
180.0
1,494
0.2%
SMALLEST VALUES
0.0
843,469
88.1%
5.0
2
0.0%
7.0
1
0.0%
8.0
7
0.0%
9.0
1
0.0%
10.0
7
0.0%
12.0
11
0.0%
14.0
3
0.0%
15.0
5
0.0%
16.0
9
0.0%
18.0
4
0.0%
20.0
11
0.0%
21.0
4
0.0%
22.0
1
0.0%
23.0
1
0.0%
LARGEST VALUES
4328.0
1
0.0%
4209.0
1
0.0%
4200.0
1
0.0%
4076.0
1
0.0%
4073.0
1
0.0%
3850.0
1
0.0%
3569.0
1
0.0%
3532.0
1
0.0%
3526.0
1
0.0%
3492.0
1
0.0%
3464.0
1
0.0%
3417.0
1
0.0%
3264.0
1
0.0%
3240.0
2
0.0%
3200.0
2
0.0%
one_story_frame_pri
MISSING:
3
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
date_erected
-0.17
one_story_frame_upr
0.16
mas_brk_garage_pri
-0.14
base_area_pri
-0.12
land_val
0.11
prior_land_val
0.10
frame_garage_pri
0.09
bld_ar
0.08
heat_ar
0.08
im_sq_ft
0.08
prior_tot_appr_val
0.07
eff_ar
0.07
tot_appr_val
0.07
zip_code
-0.07

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
cost_and_design
0.21
market_area_2_dscr
0.17
market_area_1_dscr
0.17
exterior_wall
0.14
center_code
0.13
school_dist
0.13
physical_condition
0.13
foundation_type
0.12
grade_adjustment
0.12
cond_desir_util
0.12
dscr
0.10
heating_ac
0.07
fireplace_metal_prefab
0.06
room_half_bath
0.04
MOST FREQUENT VALUES
0.0
859,443
89.7%
240.0
2,383
0.2%
288.0
1,359
0.1%
220.0
1,276
0.1%
264.0
1,257
0.1%
300.0
1,242
0.1%
200.0
1,234
0.1%
120.0
1,181
0.1%
180.0
1,128
0.1%
400.0
1,116
0.1%
144.0
1,030
0.1%
360.0
995
0.1%
280.0
959
0.1%
336.0
947
0.1%
252.0
917
0.1%
SMALLEST VALUES
0.0
859,443
89.7%
3.0
3
0.0%
4.0
2
0.0%
5.0
3
0.0%
6.0
10
0.0%
7.0
6
0.0%
8.0
23
0.0%
9.0
16
0.0%
10.0
54
0.0%
11.0
13
0.0%
12.0
199
0.0%
13.0
6
0.0%
14.0
194
0.0%
15.0
47
0.0%
16.0
293
0.0%
LARGEST VALUES
4950.0
1
0.0%
4079.0
1
0.0%
3912.0
1
0.0%
3586.0
1
0.0%
3574.0
1
0.0%
3522.0
1
0.0%
3434.0
1
0.0%
3421.0
1
0.0%
3400.0
1
0.0%
3394.0
1
0.0%
3352.0
1
0.0%
3334.0
1
0.0%
3183.0
1
0.0%
3163.0
1
0.0%
3161.0
1
0.0%
one_story_frame_upr
MISSING:
3
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
perimeter
0.28
one_story_mas_pri
0.23
fixtures_total
0.21
gross_ar
0.20
act_ar
0.20
bld_ar
0.19
heat_ar
0.19
im_sq_ft
0.19
base_area_pri
-0.19
eff_ar
0.19
room_total
0.17
fixtures_addl
0.17
one_story_frame_pri
0.16
room_full_bath
0.15

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
story_height_index
0.27
exterior_wall
0.26
room_half_bath
0.22
market_area_2_dscr
0.18
market_area_1_dscr
0.18
fireplace_metal_prefab
0.15
grade_adjustment
0.14
center_code
0.12
dscr
0.11
cond_desir_util
0.10
cost_and_design
0.10
heating_ac
0.08
gunite_pool_grade
0.07
school_dist
0.07
MOST FREQUENT VALUES
0.0
864,475
90.3%
420.0
4,319
0.5%
400.0
4,050
0.4%
380.0
2,560
0.3%
399.0
2,484
0.3%
440.0
2,131
0.2%
360.0
1,250
0.1%
240.0
1,189
0.1%
280.0
1,173
0.1%
418.0
1,056
0.1%
260.0
1,034
0.1%
60.0
1,012
0.1%
462.0
988
0.1%
320.0
934
0.1%
300.0
931
0.1%
SMALLEST VALUES
0.0
864,475
90.3%
4.0
13
0.0%
5.0
9
0.0%
6.0
69
0.0%
7.0
51
0.0%
8.0
142
0.0%
9.0
68
0.0%
10.0
232
0.0%
11.0
11
0.0%
12.0
508
0.1%
13.0
9
0.0%
14.0
135
0.0%
15.0
371
0.0%
16.0
324
0.0%
17.0
37
0.0%
LARGEST VALUES
3597.0
1
0.0%
3156.0
1
0.0%
3049.0
1
0.0%
2695.0
1
0.0%
2655.0
1
0.0%
2622.0
1
0.0%
2523.0
1
0.0%
2500.0
1
0.0%
2428.0
1
0.0%
2424.0
1
0.0%
2245.0
1
0.0%
2226.0
1
0.0%
2208.0
1
0.0%
2196.0
1
0.0%
2178.0
1
0.0%
one_story_mas_pri
MISSING:
3
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
perimeter
0.36
room_total
0.32
heat_ar
0.32
im_sq_ft
0.32
bld_ar
0.32
fixtures_total
0.31
eff_ar
0.30
gross_ar
0.28
act_ar
0.28
room_bedroom
0.27
base_area_upr
0.27
fixtures_addl
0.26
base_area_pri
-0.25
gunite_pool_uts
0.24

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
story_height_index
0.41
exterior_wall
0.35
room_half_bath
0.31
grade_adjustment
0.30
market_area_2_dscr
0.28
market_area_1_dscr
0.28
dscr
0.28
gunite_pool_grade
0.22
fireplace_masonry_firebrick
0.21
school_dist
0.20
cond_desir_util
0.19
center_code
0.19
pool_spa_with_heater_grade
0.15
heating_ac
0.11
MOST FREQUENT VALUES
0.0
794,369
82.9%
240.0
1,310
0.1%
480.0
1,147
0.1%
400.0
1,137
0.1%
360.0
1,130
0.1%
420.0
1,074
0.1%
144.0
1,043
0.1%
120.0
1,035
0.1%
60.0
1,031
0.1%
112.0
959
0.1%
72.0
950
0.1%
80.0
945
0.1%
96.0
936
0.1%
440.0
873
0.1%
288.0
863
0.1%
SMALLEST VALUES
0.0
794,369
82.9%
2.0
1
0.0%
6.0
17
0.0%
7.0
1
0.0%
8.0
15
0.0%
9.0
9
0.0%
10.0
25
0.0%
11.0
2
0.0%
12.0
97
0.0%
13.0
5
0.0%
14.0
93
0.0%
15.0
74
0.0%
16.0
155
0.0%
17.0
4
0.0%
18.0
175
0.0%
LARGEST VALUES
5693.0
1
0.0%
4693.0
1
0.0%
4592.0
1
0.0%
4190.0
1
0.0%
3798.0
1
0.0%
3363.0
1
0.0%
3361.0
1
0.0%
3356.0
1
0.0%
3352.0
1
0.0%
3309.0
1
0.0%
3289.0
1
0.0%
3201.0
1
0.0%
3113.0
1
0.0%
3108.0
1
0.0%
3105.0
1
0.0%
open_frame_porch_pri
MISSING:
3
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
act_ar
0.23
gross_ar
0.23
eff_ar
0.20
tot_appr_val
0.18
prior_tot_appr_val
0.18
bld_ar
0.18
im_sq_ft
0.18
heat_ar
0.18
base_area_pri
0.15
land_val
0.15
prior_land_val
0.15
mas_brk_garage_pri
-0.14
gunite_pool_uts
0.13
room_total
0.13

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
grade_adjustment
0.18
market_area_1_dscr
0.17
market_area_2_dscr
0.17
dscr
0.17
gunite_pool_grade
0.15
fireplace_masonry_firebrick
0.13
pool_spa_with_heater_grade
0.12
fireplace_metal_prefab
0.11
exterior_wall
0.11
school_dist
0.11
room_half_bath
0.10
custom_outdoor_kitchen_grade
0.10
custom_outdoor_kitchen_uts
0.09
cost_and_design
0.09
MOST FREQUENT VALUES
0.0
394,399
41.2%
24.0
19,748
2.1%
48.0
18,021
1.9%
60.0
17,419
1.8%
40.0
16,816
1.8%
72.0
15,154
1.6%
36.0
13,271
1.4%
120.0
12,372
1.3%
80.0
12,095
1.3%
32.0
11,359
1.2%
96.0
11,011
1.1%
30.0
10,881
1.1%
84.0
10,629
1.1%
100.0
10,211
1.1%
28.0
10,142
1.1%
SMALLEST VALUES
0.0
394,399
41.2%
1.0
1
0.0%
3.0
3
0.0%
4.0
22
0.0%
5.0
17
0.0%
6.0
95
0.0%
7.0
6
0.0%
8.0
586
0.1%
9.0
349
0.0%
10.0
389
0.0%
11.0
5
0.0%
12.0
2,918
0.3%
13.0
12
0.0%
14.0
242
0.0%
15.0
1,596
0.2%
LARGEST VALUES
3312.0
1
0.0%
3057.0
1
0.0%
3036.0
1
0.0%
2994.0
1
0.0%
2841.0
1
0.0%
2742.0
1
0.0%
2728.0
1
0.0%
2520.0
1
0.0%
2496.0
1
0.0%
2428.0
1
0.0%
2405.0
1
0.0%
2402.0
1
0.0%
2355.0
1
0.0%
2344.0
1
0.0%
2329.0
1
0.0%
open_mas_porch_pri
MISSING:
3
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
gross_ar
0.46
act_ar
0.46
eff_ar
0.45
bld_ar
0.42
heat_ar
0.42
im_sq_ft
0.42
fixtures_total
0.39
perimeter
0.37
fixtures_addl
0.36
room_full_bath
0.35
base_area_pri
0.34
room_total
0.33
tot_appr_val
0.29
date_erected
0.29

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
grade_adjustment
0.38
dscr
0.35
market_area_1_dscr
0.28
market_area_2_dscr
0.28
school_dist
0.23
room_half_bath
0.23
center_code
0.22
exterior_wall
0.21
fireplace_metal_prefab
0.20
story_height_index
0.20
gunite_pool_grade
0.19
pool_spa_with_heater_grade
0.18
custom_outdoor_kitchen_grade
0.17
custom_outdoor_kitchen_uts
0.17
MOST FREQUENT VALUES
0.0
604,906
63.2%
24.0
19,405
2.0%
30.0
16,309
1.7%
36.0
13,753
1.4%
40.0
13,664
1.4%
28.0
11,469
1.2%
60.0
11,324
1.2%
35.0
10,300
1.1%
48.0
10,245
1.1%
32.0
9,789
1.0%
25.0
9,071
0.9%
42.0
7,869
0.8%
50.0
6,959
0.7%
20.0
6,582
0.7%
45.0
6,287
0.7%
SMALLEST VALUES
-63.0
1
0.0%
-28.0
10
0.0%
0.0
604,906
63.2%
3.0
2
0.0%
4.0
1
0.0%
5.0
11
0.0%
6.0
46
0.0%
7.0
3
0.0%
8.0
193
0.0%
9.0
91
0.0%
10.0
221
0.0%
11.0
3
0.0%
12.0
1,064
0.1%
13.0
11
0.0%
14.0
269
0.0%
LARGEST VALUES
3500.0
1
0.0%
3212.0
1
0.0%
2869.0
1
0.0%
2708.0
1
0.0%
2542.0
1
0.0%
2510.0
1
0.0%
2473.0
1
0.0%
2323.0
1
0.0%
2313.0
1
0.0%
2297.0
1
0.0%
2257.0
1
0.0%
2174.0
1
0.0%
2170.0
1
0.0%
2168.0
1
0.0%
2142.0
1
0.0%
cond_desir_util
MISSING:
---
TOP CATEGORIES
tot_appr_val
(avg)
Average
662,214
69%
212k
Good
134,915
14%
261k
Fair
89,626
9%
121k
Very Good
39,693
4%
434k
Poor
19,208
2%
91k
Very Poor
5,506
1%
74k
Excellent
5,335
1%
802k
Unsound
1,189
0%
57k
ALL
957,686
100%
219k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
cond_desir_util
PROVIDES INFORMATION ON...
physical_condition
0.49
heating_ac
0.17
foundation_type
0.13
cost_and_design
0.13
dscr
0.08
fireplace_masonry_firebrick
0.06
cracked_slab_grade
0.05
grade_adjustment
0.05
gunite_pool_grade
0.05
story_height_index
0.04
fireplace_metal_prefab
0.04
pool_spa_with_heater_grade
0.04
center_code
0.03
market_area_1_dscr
0.03

THESE FEATURES GIVE INFORMATION
ON cond_desir_util:
physical_condition
0.32
market_area_2_dscr
0.12
market_area_1_dscr
0.12
grade_adjustment
0.10
dscr
0.08
cost_and_design
0.08
center_code
0.08
school_dist
0.07
heating_ac
0.06
foundation_type
0.04
exterior_wall
0.04
fireplace_masonry_firebrick
0.03
story_height_index
0.03
fireplace_metal_prefab
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
cond_desir_util
CORRELATION RATIO WITH...
date_erected
0.45
yr_remodel
0.40
fixtures_total
0.33
room_full_bath
0.32
eff_ar
0.30
gross_ar
0.30
act_ar
0.30
heat_ar
0.30
im_sq_ft
0.30
bld_ar
0.29
room_total
0.29
perimeter
0.28
room_bedroom
0.28
tot_appr_val
0.26
cost_and_design
MISSING:
805,425
(84%)
TOP CATEGORIES
tot_appr_val
(avg)
New / Rebuilt
64,245
42%
604k
Partial
39,305
26%
293k
Extensive
30,313
20%
382k
Total
9,269
6%
510k
Econ Misimprovement
9,097
6%
472k
Condo Code 1
24
0%
198k
Condo Code 4
8
0%
148k
ALL
152,261
100%
219k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
cost_and_design
PROVIDES INFORMATION ON...
physical_condition
0.17
custom_outdoor_kitchen_uts
0.09
custom_outdoor_kitchen_grade
0.08
cond_desir_util
0.08
frame_detached_garage_w_living_area_abov_grade
0.07
foundation_repaired_grade
0.05
story_height_index
0.05
center_code
0.04
market_area_1_dscr
0.04
market_area_2_dscr
0.04
dscr
0.03
foundation_type
0.03
school_dist
0.03
fireplace_metal_prefab
0.02

THESE FEATURES GIVE INFORMATION
ON cost_and_design:
market_area_1_dscr
0.22
market_area_2_dscr
0.22
physical_condition
0.17
center_code
0.15
cond_desir_util
0.13
school_dist
0.10
grade_adjustment
0.06
story_height_index
0.06
dscr
0.05
exterior_wall
0.05
fireplace_metal_prefab
0.02
room_half_bath
0.02
fireplace_masonry_firebrick
0.02
foundation_type
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
cost_and_design
CORRELATION RATIO WITH...
yr_remodel
0.78
prior_land_val
0.44
land_val
0.44
tot_appr_val
0.43
prior_tot_appr_val
0.42
date_erected
0.40
fixtures_total
0.30
fixtures_addl
0.29
room_full_bath
0.26
base_area_upr
0.25
perimeter
0.25
bld_ar
0.23
heat_ar
0.23
im_sq_ft
0.23
exterior_wall
MISSING:
1
(0%)
TOP CATEGORIES
tot_appr_val
(avg)
Brick / Veneer
450,227
47%
210k
Frame / Concrete Blk
287,901
30%
189k
Brick / Masonry
98,488
10%
228k
Aluminum / Vinyl
38,595
4%
96k
Stucco
30,570
3%
787k
Shake Shingle
19,987
2%
142k
Asbestos
18,533
2%
99k
Stone
13,382
1%
465k
Frame / Res Stucco
1
0%
111k
Metal, Light
1
0%
196k
ALL
957,685
100%
219k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
exterior_wall
PROVIDES INFORMATION ON...
foundation_type
0.22
heating_ac
0.20
story_height_index
0.19
custom_outdoor_kitchen_uts
0.17
dscr
0.15
custom_outdoor_kitchen_grade
0.14
room_half_bath
0.10
grade_adjustment
0.10
basic_outdoor_kitchen_grade
0.07
fireplace_metal_prefab
0.06
pool_spa_with_heater_grade
0.05
fireplace_masonry_firebrick
0.05
gunite_pool_grade
0.05
center_code
0.05

THESE FEATURES GIVE INFORMATION
ON exterior_wall:
grade_adjustment
0.14
market_area_1_dscr
0.12
market_area_2_dscr
0.12
dscr
0.11
story_height_index
0.11
center_code
0.08
school_dist
0.06
heating_ac
0.06
foundation_type
0.05
room_half_bath
0.05
fireplace_metal_prefab
0.03
cond_desir_util
0.03
cost_and_design
0.02
fireplace_masonry_firebrick
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
exterior_wall
CORRELATION RATIO WITH...
fixtures_total
0.48
perimeter
0.46
room_full_bath
0.46
date_erected
0.44
base_area_upr
0.44
gross_ar
0.43
act_ar
0.43
base_area_pri
0.42
eff_ar
0.42
heat_ar
0.42
im_sq_ft
0.42
bld_ar
0.42
mas_brk_garage_pri
0.40
tot_appr_val
0.40
foundation_type
MISSING:
---
TOP CATEGORIES
tot_appr_val
(avg)
Slab
865,685
90%
223k
Crawl Space
90,747
9%
180k
Full Basement
645
0%
450k
Partial Basement
609
0%
488k
ALL
957,686
100%
219k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
foundation_type
PROVIDES INFORMATION ON...
heating_ac
0.21
dscr
0.12
grade_adjustment
0.07
exterior_wall
0.05
physical_condition
0.05
cond_desir_util
0.04
fireplace_metal_prefab
0.04
center_code
0.03
market_area_1_dscr
0.03
market_area_2_dscr
0.03
school_dist
0.03
room_half_bath
0.03
frame_detached_garage_w_living_area_abov_grade
0.02
foundation_repaired_grade
0.02

THESE FEATURES GIVE INFORMATION
ON foundation_type:
grade_adjustment
0.42
dscr
0.38
market_area_1_dscr
0.37
market_area_2_dscr
0.37
heating_ac
0.26
center_code
0.25
exterior_wall
0.22
school_dist
0.21
cond_desir_util
0.13
physical_condition
0.10
fireplace_metal_prefab
0.08
room_half_bath
0.06
story_height_index
0.04
cost_and_design
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
foundation_type
CORRELATION RATIO WITH...
date_erected
0.50
mas_brk_garage_pri
0.32
room_bedroom
0.31
room_full_bath
0.29
fixtures_total
0.28
act_ar
0.27
gross_ar
0.27
eff_ar
0.25
perimeter
0.25
room_total
0.25
heat_ar
0.23
im_sq_ft
0.23
bld_ar
0.22
fixtures_addl
0.19
grade_adjustment
MISSING:
---
TOP CATEGORIES
tot_appr_val
(avg)
C
332,986
35%
0.1M
C+
198,068
21%
0.2M
B-
92,393
10%
0.3M
B
79,461
8%
0.3M
C-
69,560
7%
0.1M
B+
48,358
5%
0.4M
D
37,018
4%
0.1M
D+
26,505
3%
0.1M
A-
20,707
2%
0.6M
A
17,455
2%
0.7M
A+
13,514
1%
0.9M
D-
10,392
1%
0.0M
X-
4,932
1%
1.5M
X
2,641
0%
2.2M
E
1,699
0%
0.0M
E+
1,175
0%
0.0M
X+
601
0%
3.6M
E-
221
0%
0.0M
ALL
957,686
100%
0.2M
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
grade_adjustment
PROVIDES INFORMATION ON...
dscr
0.93
foundation_type
0.42
heating_ac
0.38
custom_outdoor_kitchen_uts
0.36
custom_outdoor_kitchen_grade
0.31
story_height_index
0.19
pool_spa_with_heater_grade
0.19
room_half_bath
0.18
gunite_pool_grade
0.17
basic_outdoor_kitchen_grade
0.15
exterior_wall
0.14
cond_desir_util
0.10
market_area_1_dscr
0.10
market_area_2_dscr
0.10

THESE FEATURES GIVE INFORMATION
ON grade_adjustment:
dscr
0.48
market_area_1_dscr
0.20
market_area_2_dscr
0.20
center_code
0.10
exterior_wall
0.10
school_dist
0.08
heating_ac
0.07
story_height_index
0.07
foundation_type
0.07
room_half_bath
0.06
cond_desir_util
0.05
fireplace_metal_prefab
0.03
gunite_pool_grade
0.03
fireplace_masonry_firebrick
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
grade_adjustment
CORRELATION RATIO WITH...
eff_ar
0.82
heat_ar
0.81
im_sq_ft
0.81
bld_ar
0.81
gross_ar
0.81
act_ar
0.81
fixtures_total
0.80
tot_appr_val
0.80
prior_tot_appr_val
0.79
perimeter
0.77
room_full_bath
0.73
fixtures_addl
0.70
room_total
0.66
base_area_upr
0.60
heating_ac
MISSING:
1
(0%)
TOP CATEGORIES
tot_appr_val
(avg)
Central Heat/AC
859,545
90%
235k
None
76,554
8%
71k
Central Heat
19,961
2%
100k
A/C Only
1,625
0%
96k
ALL
957,685
100%
219k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
heating_ac
PROVIDES INFORMATION ON...
foundation_type
0.26
dscr
0.11
grade_adjustment
0.07
cond_desir_util
0.06
physical_condition
0.06
exterior_wall
0.06
fireplace_metal_prefab
0.06
story_height_index
0.05
room_half_bath
0.04
center_code
0.04
market_area_1_dscr
0.03
market_area_2_dscr
0.03
school_dist
0.03
cracked_slab_grade
0.03

THESE FEATURES GIVE INFORMATION
ON heating_ac:
grade_adjustment
0.38
dscr
0.30
market_area_1_dscr
0.30
market_area_2_dscr
0.30
center_code
0.23
foundation_type
0.21
exterior_wall
0.20
school_dist
0.17
cond_desir_util
0.17
physical_condition
0.11
fireplace_metal_prefab
0.10
story_height_index
0.09
room_half_bath
0.08
fireplace_masonry_firebrick
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
heating_ac
CORRELATION RATIO WITH...
date_erected
0.50
room_full_bath
0.42
fixtures_total
0.39
gross_ar
0.34
act_ar
0.34
room_bedroom
0.34
eff_ar
0.34
perimeter
0.32
heat_ar
0.32
im_sq_ft
0.32
room_total
0.32
bld_ar
0.32
mas_brk_garage_pri
0.31
fixtures_addl
0.26
physical_condition
MISSING:
---
TOP CATEGORIES
tot_appr_val
(avg)
Average
796,269
83%
213k
Good
79,721
8%
302k
Fair
46,896
5%
117k
Very Good
15,662
2%
409k
Poor
10,908
1%
89k
Excellent
5,368
1%
553k
Very Poor
1,876
0%
71k
Unsound
986
0%
54k
ALL
957,686
100%
219k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
physical_condition
PROVIDES INFORMATION ON...
cond_desir_util
0.32
cost_and_design
0.17
heating_ac
0.11
foundation_type
0.10
cracked_slab_grade
0.04
dscr
0.04
foundation_repaired_grade
0.03
fireplace_metal_prefab
0.03
grade_adjustment
0.03
fireplace_masonry_firebrick
0.02
story_height_index
0.02
gunite_pool_grade
0.02
center_code
0.02
reinforced_concrete_pool_grade
0.02

THESE FEATURES GIVE INFORMATION
ON physical_condition:
cond_desir_util
0.49
cost_and_design
0.17
market_area_1_dscr
0.10
market_area_2_dscr
0.10
grade_adjustment
0.08
center_code
0.07
heating_ac
0.06
dscr
0.06
school_dist
0.06
foundation_type
0.05
exterior_wall
0.03
fireplace_metal_prefab
0.03
story_height_index
0.02
fireplace_masonry_firebrick
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
physical_condition
CORRELATION RATIO WITH...
yr_remodel
0.51
date_erected
0.40
fixtures_total
0.24
room_full_bath
0.24
mas_brk_garage_pri
0.21
gross_ar
0.21
act_ar
0.21
eff_ar
0.20
room_bedroom
0.20
land_val
0.20
prior_land_val
0.20
perimeter
0.20
heat_ar
0.20
im_sq_ft
0.20